xref: /aosp_15_r20/external/ComputeLibrary/tests/validation/fixtures/PoolingLayerFixture.h (revision c217d954acce2dbc11938adb493fc0abd69584f3)
1*c217d954SCole Faust /*
2*c217d954SCole Faust  * Copyright (c) 2017-2021 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_POOLING_LAYER_FIXTURE
25*c217d954SCole Faust #define ARM_COMPUTE_TEST_POOLING_LAYER_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/reference/PoolingLayer.h"
37*c217d954SCole Faust #include <random>
38*c217d954SCole Faust namespace arm_compute
39*c217d954SCole Faust {
40*c217d954SCole Faust namespace test
41*c217d954SCole Faust {
42*c217d954SCole Faust namespace validation
43*c217d954SCole Faust {
44*c217d954SCole Faust template <typename TensorType, typename AccessorType, typename FunctionType, typename T>
45*c217d954SCole Faust class PoolingLayerValidationGenericFixture : public framework::Fixture
46*c217d954SCole Faust {
47*c217d954SCole Faust public:
48*c217d954SCole Faust     template <typename...>
49*c217d954SCole Faust     void setup(TensorShape shape, PoolingLayerInfo pool_info, DataType data_type, DataLayout data_layout, bool indices = false,
50*c217d954SCole Faust                QuantizationInfo input_qinfo = QuantizationInfo(), QuantizationInfo output_qinfo = QuantizationInfo(), bool mixed_layout = false)
51*c217d954SCole Faust     {
52*c217d954SCole Faust         _mixed_layout = mixed_layout;
53*c217d954SCole Faust         _pool_info    = pool_info;
54*c217d954SCole Faust         _target       = compute_target(shape, pool_info, data_type, data_layout, input_qinfo, output_qinfo, indices);
55*c217d954SCole Faust         _reference    = compute_reference(shape, pool_info, data_type, data_layout, input_qinfo, output_qinfo, indices);
56*c217d954SCole Faust     }
57*c217d954SCole Faust 
58*c217d954SCole Faust protected:
mix_layout(FunctionType & layer,TensorType & src,TensorType & dst)59*c217d954SCole Faust     void mix_layout(FunctionType &layer, TensorType &src, TensorType &dst)
60*c217d954SCole Faust     {
61*c217d954SCole Faust         const DataLayout data_layout = src.info()->data_layout();
62*c217d954SCole Faust         // Test Multi DataLayout graph cases, when the data layout changes after configure
63*c217d954SCole Faust         src.info()->set_data_layout(data_layout == DataLayout::NCHW ? DataLayout::NHWC : DataLayout::NCHW);
64*c217d954SCole Faust         dst.info()->set_data_layout(data_layout == DataLayout::NCHW ? DataLayout::NHWC : DataLayout::NCHW);
65*c217d954SCole Faust 
66*c217d954SCole Faust         // Compute Convolution function
67*c217d954SCole Faust         layer.run();
68*c217d954SCole Faust 
69*c217d954SCole Faust         // Reinstating original data layout for the test suite to properly check the values
70*c217d954SCole Faust         src.info()->set_data_layout(data_layout);
71*c217d954SCole Faust         dst.info()->set_data_layout(data_layout);
72*c217d954SCole Faust     }
73*c217d954SCole Faust 
74*c217d954SCole Faust     template <typename U>
fill(U && tensor)75*c217d954SCole Faust     void fill(U &&tensor)
76*c217d954SCole Faust     {
77*c217d954SCole Faust         if(tensor.data_type() == DataType::F32)
78*c217d954SCole Faust         {
79*c217d954SCole Faust             std::uniform_real_distribution<float> distribution(-1.0f, 1.0f);
80*c217d954SCole Faust             library->fill(tensor, distribution, 0);
81*c217d954SCole Faust         }
82*c217d954SCole Faust         else if(tensor.data_type() == DataType::F16)
83*c217d954SCole Faust         {
84*c217d954SCole Faust             arm_compute::utils::uniform_real_distribution_16bit<half> distribution{ -1.0f, 1.0f };
85*c217d954SCole Faust             library->fill(tensor, distribution, 0);
86*c217d954SCole Faust         }
87*c217d954SCole Faust         else // data type is quantized_asymmetric
88*c217d954SCole Faust         {
89*c217d954SCole Faust             library->fill_tensor_uniform(tensor, 0);
90*c217d954SCole Faust         }
91*c217d954SCole Faust     }
92*c217d954SCole Faust 
compute_target(TensorShape shape,PoolingLayerInfo info,DataType data_type,DataLayout data_layout,QuantizationInfo input_qinfo,QuantizationInfo output_qinfo,bool indices)93*c217d954SCole Faust     TensorType compute_target(TensorShape shape, PoolingLayerInfo info,
94*c217d954SCole Faust                               DataType data_type, DataLayout data_layout,
95*c217d954SCole Faust                               QuantizationInfo input_qinfo, QuantizationInfo output_qinfo,
96*c217d954SCole Faust                               bool indices)
97*c217d954SCole Faust     {
98*c217d954SCole Faust         // Change shape in case of NHWC.
99*c217d954SCole Faust         if(data_layout == DataLayout::NHWC)
100*c217d954SCole Faust         {
101*c217d954SCole Faust             permute(shape, PermutationVector(2U, 0U, 1U));
102*c217d954SCole Faust         }
103*c217d954SCole Faust         // Create tensors
104*c217d954SCole Faust         TensorType        src       = create_tensor<TensorType>(shape, data_type, 1, input_qinfo, data_layout);
105*c217d954SCole Faust         const TensorShape dst_shape = misc::shape_calculator::compute_pool_shape(*(src.info()), info);
106*c217d954SCole Faust         TensorType        dst       = create_tensor<TensorType>(dst_shape, data_type, 1, output_qinfo, data_layout);
107*c217d954SCole Faust         _target_indices             = create_tensor<TensorType>(dst_shape, DataType::U32, 1, output_qinfo, data_layout);
108*c217d954SCole Faust 
109*c217d954SCole Faust         // Create and configure function
110*c217d954SCole Faust         FunctionType pool_layer;
111*c217d954SCole Faust         pool_layer.configure(&src, &dst, info, (indices) ? &_target_indices : nullptr);
112*c217d954SCole Faust 
113*c217d954SCole Faust         ARM_COMPUTE_ASSERT(src.info()->is_resizable());
114*c217d954SCole Faust         ARM_COMPUTE_ASSERT(dst.info()->is_resizable());
115*c217d954SCole Faust         ARM_COMPUTE_ASSERT(_target_indices.info()->is_resizable());
116*c217d954SCole Faust 
117*c217d954SCole Faust         add_padding_x({ &src, &dst, &_target_indices }, data_layout);
118*c217d954SCole Faust 
119*c217d954SCole Faust         // Allocate tensors
120*c217d954SCole Faust         src.allocator()->allocate();
121*c217d954SCole Faust         dst.allocator()->allocate();
122*c217d954SCole Faust         _target_indices.allocator()->allocate();
123*c217d954SCole Faust 
124*c217d954SCole Faust         ARM_COMPUTE_ASSERT(!src.info()->is_resizable());
125*c217d954SCole Faust         ARM_COMPUTE_ASSERT(!dst.info()->is_resizable());
126*c217d954SCole Faust         ARM_COMPUTE_ASSERT(!_target_indices.info()->is_resizable());
127*c217d954SCole Faust 
128*c217d954SCole Faust         // Fill tensors
129*c217d954SCole Faust         fill(AccessorType(src));
130*c217d954SCole Faust 
131*c217d954SCole Faust         if(_mixed_layout)
132*c217d954SCole Faust         {
133*c217d954SCole Faust             mix_layout(pool_layer, src, dst);
134*c217d954SCole Faust         }
135*c217d954SCole Faust         else
136*c217d954SCole Faust         {
137*c217d954SCole Faust             // Compute function
138*c217d954SCole Faust             pool_layer.run();
139*c217d954SCole Faust         }
140*c217d954SCole Faust         return dst;
141*c217d954SCole Faust     }
142*c217d954SCole Faust 
compute_reference(TensorShape shape,PoolingLayerInfo info,DataType data_type,DataLayout data_layout,QuantizationInfo input_qinfo,QuantizationInfo output_qinfo,bool indices)143*c217d954SCole Faust     SimpleTensor<T> compute_reference(TensorShape shape, PoolingLayerInfo info, DataType data_type, DataLayout data_layout,
144*c217d954SCole Faust                                       QuantizationInfo input_qinfo, QuantizationInfo output_qinfo, bool indices)
145*c217d954SCole Faust     {
146*c217d954SCole Faust         // Create reference
147*c217d954SCole Faust         SimpleTensor<T> src(shape, data_type, 1, input_qinfo);
148*c217d954SCole Faust         // Fill reference
149*c217d954SCole Faust         fill(src);
150*c217d954SCole Faust         return reference::pooling_layer<T>(src, info, output_qinfo, indices ? &_ref_indices : nullptr, data_layout);
151*c217d954SCole Faust     }
152*c217d954SCole Faust 
153*c217d954SCole Faust     TensorType             _target{};
154*c217d954SCole Faust     SimpleTensor<T>        _reference{};
155*c217d954SCole Faust     PoolingLayerInfo       _pool_info{};
156*c217d954SCole Faust     bool                   _mixed_layout{ false };
157*c217d954SCole Faust     TensorType             _target_indices{};
158*c217d954SCole Faust     SimpleTensor<uint32_t> _ref_indices{};
159*c217d954SCole Faust };
160*c217d954SCole Faust template <typename TensorType, typename AccessorType, typename FunctionType, typename T>
161*c217d954SCole Faust class PoolingLayerIndicesValidationFixture : public PoolingLayerValidationGenericFixture<TensorType, AccessorType, FunctionType, T>
162*c217d954SCole Faust {
163*c217d954SCole Faust public:
164*c217d954SCole Faust     template <typename...>
setup(TensorShape shape,PoolingType pool_type,Size2D pool_size,PadStrideInfo pad_stride_info,bool exclude_padding,DataType data_type,DataLayout data_layout)165*c217d954SCole Faust     void setup(TensorShape shape, PoolingType pool_type, Size2D pool_size, PadStrideInfo pad_stride_info, bool exclude_padding, DataType data_type, DataLayout data_layout)
166*c217d954SCole Faust     {
167*c217d954SCole Faust         PoolingLayerValidationGenericFixture<TensorType, AccessorType, FunctionType, T>::setup(shape, PoolingLayerInfo(pool_type, pool_size, data_layout, pad_stride_info, exclude_padding),
168*c217d954SCole Faust                                                                                                data_type, data_layout, true);
169*c217d954SCole Faust     }
170*c217d954SCole Faust };
171*c217d954SCole Faust 
172*c217d954SCole Faust template <typename TensorType, typename AccessorType, typename FunctionType, typename T, bool mixed_layout = false>
173*c217d954SCole Faust class PoolingLayerValidationFixture : public PoolingLayerValidationGenericFixture<TensorType, AccessorType, FunctionType, T>
174*c217d954SCole Faust {
175*c217d954SCole Faust public:
176*c217d954SCole Faust     template <typename...>
setup(TensorShape shape,PoolingType pool_type,Size2D pool_size,PadStrideInfo pad_stride_info,bool exclude_padding,DataType data_type,DataLayout data_layout)177*c217d954SCole Faust     void setup(TensorShape shape, PoolingType pool_type, Size2D pool_size, PadStrideInfo pad_stride_info, bool exclude_padding, DataType data_type, DataLayout data_layout)
178*c217d954SCole Faust     {
179*c217d954SCole Faust         PoolingLayerValidationGenericFixture<TensorType, AccessorType, FunctionType, T>::setup(shape, PoolingLayerInfo(pool_type, pool_size, data_layout, pad_stride_info, exclude_padding),
180*c217d954SCole Faust                                                                                                data_type, data_layout, false, mixed_layout);
181*c217d954SCole Faust     }
182*c217d954SCole Faust };
183*c217d954SCole Faust 
184*c217d954SCole Faust template <typename TensorType, typename AccessorType, typename FunctionType, typename T>
185*c217d954SCole Faust class PoolingLayerValidationMixedPrecisionFixture : public PoolingLayerValidationGenericFixture<TensorType, AccessorType, FunctionType, T>
186*c217d954SCole Faust {
187*c217d954SCole Faust public:
188*c217d954SCole Faust     template <typename...>
189*c217d954SCole Faust     void setup(TensorShape shape, PoolingType pool_type, Size2D pool_size, PadStrideInfo pad_stride_info, bool exclude_padding, DataType data_type, DataLayout data_layout, bool fp_mixed_precision = false)
190*c217d954SCole Faust     {
191*c217d954SCole Faust         PoolingLayerValidationGenericFixture<TensorType, AccessorType, FunctionType, T>::setup(shape, PoolingLayerInfo(pool_type, pool_size, data_layout, pad_stride_info, exclude_padding, fp_mixed_precision),
192*c217d954SCole Faust                                                                                                data_type, data_layout);
193*c217d954SCole Faust     }
194*c217d954SCole Faust };
195*c217d954SCole Faust 
196*c217d954SCole Faust template <typename TensorType, typename AccessorType, typename FunctionType, typename T, bool mixed_layout = false>
197*c217d954SCole Faust class PoolingLayerValidationQuantizedFixture : public PoolingLayerValidationGenericFixture<TensorType, AccessorType, FunctionType, T>
198*c217d954SCole Faust {
199*c217d954SCole Faust public:
200*c217d954SCole Faust     template <typename...>
201*c217d954SCole Faust     void setup(TensorShape shape, PoolingType pool_type, Size2D pool_size, PadStrideInfo pad_stride_info, bool exclude_padding, DataType data_type, DataLayout data_layout = DataLayout::NCHW,
202*c217d954SCole Faust                QuantizationInfo input_qinfo = QuantizationInfo(), QuantizationInfo output_qinfo = QuantizationInfo())
203*c217d954SCole Faust     {
204*c217d954SCole Faust         PoolingLayerValidationGenericFixture<TensorType, AccessorType, FunctionType, T>::setup(shape, PoolingLayerInfo(pool_type, pool_size, data_layout, pad_stride_info, exclude_padding),
205*c217d954SCole Faust                                                                                                data_type, data_layout, false, input_qinfo, output_qinfo, mixed_layout);
206*c217d954SCole Faust     }
207*c217d954SCole Faust };
208*c217d954SCole Faust 
209*c217d954SCole Faust template <typename TensorType, typename AccessorType, typename FunctionType, typename T>
210*c217d954SCole Faust class SpecialPoolingLayerValidationFixture : public PoolingLayerValidationGenericFixture<TensorType, AccessorType, FunctionType, T>
211*c217d954SCole Faust {
212*c217d954SCole Faust public:
213*c217d954SCole Faust     template <typename...>
setup(TensorShape src_shape,PoolingLayerInfo pool_info,DataType data_type)214*c217d954SCole Faust     void setup(TensorShape src_shape, PoolingLayerInfo pool_info, DataType data_type)
215*c217d954SCole Faust     {
216*c217d954SCole Faust         PoolingLayerValidationGenericFixture<TensorType, AccessorType, FunctionType, T>::setup(src_shape, pool_info, data_type, pool_info.data_layout);
217*c217d954SCole Faust     }
218*c217d954SCole Faust };
219*c217d954SCole Faust 
220*c217d954SCole Faust template <typename TensorType, typename AccessorType, typename FunctionType, typename T>
221*c217d954SCole Faust class GlobalPoolingLayerValidationFixture : public PoolingLayerValidationGenericFixture<TensorType, AccessorType, FunctionType, T>
222*c217d954SCole Faust {
223*c217d954SCole Faust public:
224*c217d954SCole Faust     template <typename...>
225*c217d954SCole Faust     void setup(TensorShape shape, PoolingType pool_type, DataType data_type, DataLayout data_layout = DataLayout::NCHW)
226*c217d954SCole Faust     {
227*c217d954SCole Faust         PoolingLayerValidationGenericFixture<TensorType, AccessorType, FunctionType, T>::setup(shape, PoolingLayerInfo(pool_type, data_layout), data_type, data_layout);
228*c217d954SCole Faust     }
229*c217d954SCole Faust };
230*c217d954SCole Faust 
231*c217d954SCole Faust } // namespace validation
232*c217d954SCole Faust } // namespace test
233*c217d954SCole Faust } // namespace arm_compute
234*c217d954SCole Faust #endif /* ARM_COMPUTE_TEST_POOLING_LAYER_FIXTURE */
235