xref: /aosp_15_r20/external/ComputeLibrary/tests/validation/NEON/ReductionOperation.cpp (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 #include "arm_compute/core/Types.h"
25*c217d954SCole Faust #include "arm_compute/runtime/NEON/functions/NEReductionOperation.h"
26*c217d954SCole Faust #include "arm_compute/runtime/Tensor.h"
27*c217d954SCole Faust #include "arm_compute/runtime/TensorAllocator.h"
28*c217d954SCole Faust #include "tests/NEON/Accessor.h"
29*c217d954SCole Faust #include "tests/PaddingCalculator.h"
30*c217d954SCole Faust #include "tests/datasets/ShapeDatasets.h"
31*c217d954SCole Faust #include "tests/framework/Asserts.h"
32*c217d954SCole Faust #include "tests/framework/Macros.h"
33*c217d954SCole Faust #include "tests/framework/datasets/Datasets.h"
34*c217d954SCole Faust #include "tests/validation/Validation.h"
35*c217d954SCole Faust #include "tests/validation/fixtures/ReductionOperationFixture.h"
36*c217d954SCole Faust 
37*c217d954SCole Faust namespace arm_compute
38*c217d954SCole Faust {
39*c217d954SCole Faust namespace test
40*c217d954SCole Faust {
41*c217d954SCole Faust namespace validation
42*c217d954SCole Faust {
43*c217d954SCole Faust namespace
44*c217d954SCole Faust {
45*c217d954SCole Faust /** Tolerance for float operations */
46*c217d954SCole Faust AbsoluteTolerance<float> tolerance_f32(0.0001f);
47*c217d954SCole Faust RelativeTolerance<float> rel_tolerance_f32(0.0001f);
48*c217d954SCole Faust #ifdef __ARM_FEATURE_FP16_VECTOR_ARITHMETIC
49*c217d954SCole Faust AbsoluteTolerance<float> tolerance_f16(0.2f);
50*c217d954SCole Faust RelativeTolerance<float> rel_tolerance_f16(0.1f);
51*c217d954SCole Faust #endif // __ARM_FEATURE_FP16_VECTOR_ARITHMETIC
52*c217d954SCole Faust /** Tolerance for quantized operations */
53*c217d954SCole Faust RelativeTolerance<float> tolerance_quantized(1.f);
54*c217d954SCole Faust 
55*c217d954SCole Faust const auto ReductionOperations = framework::dataset::make("ReductionOperation",
56*c217d954SCole Faust {
57*c217d954SCole Faust     ReductionOperation::SUM,
58*c217d954SCole Faust     ReductionOperation::PROD,
59*c217d954SCole Faust     ReductionOperation::MIN,
60*c217d954SCole Faust     ReductionOperation::MAX,
61*c217d954SCole Faust });
62*c217d954SCole Faust 
63*c217d954SCole Faust const auto QuantizationInfos = framework::dataset::make("QuantizationInfo",
64*c217d954SCole Faust {
65*c217d954SCole Faust     QuantizationInfo(1.f / 117, 10), // Numbers chosen so that the quantized values are in range of qasymm8_signed data type
66*c217d954SCole Faust     QuantizationInfo(1.f / 64, 5),
67*c217d954SCole Faust     QuantizationInfo(1.f / 32, 2)
68*c217d954SCole Faust });
69*c217d954SCole Faust 
70*c217d954SCole Faust const auto Axises = framework::dataset::make("Axis",
71*c217d954SCole Faust { 0, 1, 2, 3 });
72*c217d954SCole Faust 
73*c217d954SCole Faust const auto KeepDims = framework::dataset::make("KeepDims", { true, false });
74*c217d954SCole Faust 
75*c217d954SCole Faust } // namespace
76*c217d954SCole Faust 
77*c217d954SCole Faust TEST_SUITE(NEON)
TEST_SUITE(ReductionOperation)78*c217d954SCole Faust TEST_SUITE(ReductionOperation)
79*c217d954SCole Faust 
80*c217d954SCole Faust // *INDENT-OFF*
81*c217d954SCole Faust // clang-format off
82*c217d954SCole Faust DATA_TEST_CASE(Validate, framework::DatasetMode::ALL, zip(zip(zip(zip(
83*c217d954SCole Faust     framework::dataset::make("InputInfo",          { TensorInfo(TensorShape(128U, 64U), 1, DataType::F32), // Mismatching data type input/output
84*c217d954SCole Faust                                                      TensorInfo(TensorShape(128U, 64U), 2, DataType::F32), // Number of Input channels != 1
85*c217d954SCole Faust                                                      TensorInfo(TensorShape(128U, 64U), 1, DataType::S16), // DataType != F32
86*c217d954SCole Faust                                                      TensorInfo(TensorShape(128U, 64U), 1, DataType::F32), // Axis >= num_max_dimensions
87*c217d954SCole Faust                                                      TensorInfo(TensorShape(128U, 64U), 1, DataType::F32),
88*c217d954SCole Faust                                                      TensorInfo(TensorShape(128U, 64U), 1, DataType::F32) // Kept dimension when keep_dims = false
89*c217d954SCole Faust                                                    }),
90*c217d954SCole Faust     framework::dataset::make("OutputInfo",         { TensorInfo(TensorShape(1U, 64U), 1, DataType::F16),
91*c217d954SCole Faust                                                      TensorInfo(TensorShape(1U, 64U), 1, DataType::F32),
92*c217d954SCole Faust                                                      TensorInfo(TensorShape(1U, 64U), 1, DataType::S16),
93*c217d954SCole Faust                                                      TensorInfo(TensorShape(1U, 64U), 1, DataType::F32),
94*c217d954SCole Faust                                                      TensorInfo(TensorShape(1U, 64U), 1, DataType::F32),
95*c217d954SCole Faust                                                      TensorInfo(TensorShape(1U, 64U), 1, DataType::F32)
96*c217d954SCole Faust                                                    })),
97*c217d954SCole Faust     framework::dataset::make("Axis",               { 0U, 0U, 0U, static_cast<unsigned int>(TensorShape::num_max_dimensions), 0U, 0U })),
98*c217d954SCole Faust     framework::dataset::make("KeepDims",           { true, true, true, true, true, false})),
99*c217d954SCole Faust     framework::dataset::make("Expected",           { false, false, false, false, true, false })),
100*c217d954SCole Faust     input_info, output_info, axis, keep_dims, expected)
101*c217d954SCole Faust {
102*c217d954SCole Faust     bool is_valid = bool(NEReductionOperation::validate(&input_info.clone()->set_is_resizable(false),
103*c217d954SCole Faust                                                         &output_info.clone()->set_is_resizable(true),
104*c217d954SCole Faust                                                         axis,
105*c217d954SCole Faust                                                         ReductionOperation::SUM_SQUARE,
106*c217d954SCole Faust                                                         keep_dims));
107*c217d954SCole Faust     ARM_COMPUTE_EXPECT(is_valid == expected, framework::LogLevel::ERRORS);
108*c217d954SCole Faust }
109*c217d954SCole Faust 
110*c217d954SCole Faust DATA_TEST_CASE(ValidateNoPadding, framework::DatasetMode::ALL, combine(combine(combine(combine(datasets::Small4DShapes(), framework::dataset::make("DataType", DataType::F32)), framework::dataset::make("Axis",
111*c217d954SCole Faust { 0, 1 })), framework::dataset::make("ReductionOperation", {ReductionOperation::SUM,})), KeepDims),
112*c217d954SCole Faust                shape, data_type, axis, op, keep_dims)
113*c217d954SCole Faust {
114*c217d954SCole Faust     TensorShape         input_shape = TensorShape(shape);
115*c217d954SCole Faust     TensorInfo input_info   = TensorInfo(input_shape, 1, data_type);
116*c217d954SCole Faust     const bool is_arg_min_max = (op == ReductionOperation::ARG_IDX_MAX) || (op == ReductionOperation::ARG_IDX_MIN);
117*c217d954SCole Faust     const bool _keep_dims = keep_dims && !is_arg_min_max;
118*c217d954SCole Faust     const TensorShape output_shape = arm_compute::misc::shape_calculator::compute_reduced_shape(shape, axis, keep_dims);
119*c217d954SCole Faust 
120*c217d954SCole Faust     // Create tensors
121*c217d954SCole Faust     Tensor src     = create_tensor<Tensor>(input_shape, data_type, 1, QuantizationInfo());
122*c217d954SCole Faust     Tensor dst     = create_tensor<Tensor>(output_shape, data_type, 1, QuantizationInfo());
123*c217d954SCole Faust 
124*c217d954SCole Faust     // Create and configure function
125*c217d954SCole Faust     NEReductionOperation reduction;
126*c217d954SCole Faust     reduction.configure(&src, &dst, axis, op, _keep_dims);
127*c217d954SCole Faust 
128*c217d954SCole Faust     validate(src.info()->padding(), PaddingSize(0, 0, 0, 0));
129*c217d954SCole Faust     validate(dst.info()->padding(), PaddingSize(0, 0, 0, 0));
130*c217d954SCole Faust }
131*c217d954SCole Faust // clang-format on
132*c217d954SCole Faust // *INDENT-ON*
133*c217d954SCole Faust 
134*c217d954SCole Faust template <typename T>
135*c217d954SCole Faust using NEReductionOperationFixture = ReductionOperationFixture<Tensor, Accessor, NEReductionOperation, T>;
136*c217d954SCole Faust 
137*c217d954SCole Faust TEST_SUITE(FP32)
138*c217d954SCole Faust FIXTURE_DATA_TEST_CASE(RunSmall, NEReductionOperationFixture<float>, framework::DatasetMode::PRECOMMIT,
139*c217d954SCole Faust                        combine(combine(combine(combine(datasets::Small4DShapes(), framework::dataset::make("DataType", DataType::F32)), Axises), ReductionOperations), KeepDims))
140*c217d954SCole Faust {
141*c217d954SCole Faust     // Validate output
142*c217d954SCole Faust     validate(Accessor(_target), _reference, tolerance_f32);
143*c217d954SCole Faust }
144*c217d954SCole Faust FIXTURE_DATA_TEST_CASE(RunLarge, NEReductionOperationFixture<float>, framework::DatasetMode::NIGHTLY,
145*c217d954SCole Faust                        combine(combine(combine(combine(datasets::Large4DShapes(), framework::dataset::make("DataType", DataType::F32)), Axises), ReductionOperations), KeepDims))
146*c217d954SCole Faust {
147*c217d954SCole Faust     // Validate output
148*c217d954SCole Faust     validate(Accessor(_target), _reference, rel_tolerance_f32, 0, tolerance_f32);
149*c217d954SCole Faust }
150*c217d954SCole Faust TEST_SUITE_END() // FP32
151*c217d954SCole Faust 
152*c217d954SCole Faust #ifdef __ARM_FEATURE_FP16_VECTOR_ARITHMETIC
TEST_SUITE(FP16)153*c217d954SCole Faust TEST_SUITE(FP16)
154*c217d954SCole Faust FIXTURE_DATA_TEST_CASE(RunSmall, NEReductionOperationFixture<half>, framework::DatasetMode::PRECOMMIT,
155*c217d954SCole Faust                        combine(combine(combine(combine(datasets::Small4DShapes(), framework::dataset::make("DataType", DataType::F16)), Axises), ReductionOperations), KeepDims))
156*c217d954SCole Faust {
157*c217d954SCole Faust     // Validate output
158*c217d954SCole Faust     validate(Accessor(_target), _reference, tolerance_f16);
159*c217d954SCole Faust }
160*c217d954SCole Faust FIXTURE_DATA_TEST_CASE(RunLarge, NEReductionOperationFixture<half>, framework::DatasetMode::NIGHTLY,
161*c217d954SCole Faust                        combine(combine(combine(combine(datasets::Large4DShapes(), framework::dataset::make("DataType", DataType::F16)), Axises), ReductionOperations), KeepDims))
162*c217d954SCole Faust {
163*c217d954SCole Faust     // Validate output
164*c217d954SCole Faust     validate(Accessor(_target), _reference, rel_tolerance_f16, 0, tolerance_f16);
165*c217d954SCole Faust }
166*c217d954SCole Faust TEST_SUITE_END() // FP16
167*c217d954SCole Faust #endif           // __ARM_FEATURE_FP16_VECTOR_ARITHMETIC
168*c217d954SCole Faust 
169*c217d954SCole Faust template <typename T>
170*c217d954SCole Faust using NEReductionOperationQuantizedFixture = ReductionOperationQuantizedFixture<Tensor, Accessor, NEReductionOperation, T>;
171*c217d954SCole Faust 
172*c217d954SCole Faust TEST_SUITE(QASYMM8)
173*c217d954SCole Faust FIXTURE_DATA_TEST_CASE(RunSmall, NEReductionOperationQuantizedFixture<uint8_t>, framework::DatasetMode::ALL,
174*c217d954SCole Faust                        combine(combine(combine(combine(combine(datasets::Small4DShapes(), framework::dataset::make("DataType", DataType::QASYMM8)), Axises),
175*c217d954SCole Faust                                                ReductionOperations),
176*c217d954SCole Faust                                        QuantizationInfos),
177*c217d954SCole Faust                                KeepDims))
178*c217d954SCole Faust {
179*c217d954SCole Faust     // Validate output
180*c217d954SCole Faust     validate(Accessor(_target), _reference, tolerance_quantized);
181*c217d954SCole Faust }
182*c217d954SCole Faust TEST_SUITE_END() // QASYMM8
183*c217d954SCole Faust 
TEST_SUITE(QASYMM8_SIGNED)184*c217d954SCole Faust TEST_SUITE(QASYMM8_SIGNED)
185*c217d954SCole Faust FIXTURE_DATA_TEST_CASE(RunSmall, NEReductionOperationQuantizedFixture<int8_t>, framework::DatasetMode::ALL,
186*c217d954SCole Faust                        combine(combine(combine(combine(combine(datasets::Small4DShapes(), framework::dataset::make("DataType", DataType::QASYMM8_SIGNED)), Axises),
187*c217d954SCole Faust                                                ReductionOperations),
188*c217d954SCole Faust                                        QuantizationInfos),
189*c217d954SCole Faust                                KeepDims))
190*c217d954SCole Faust {
191*c217d954SCole Faust     // Validate output
192*c217d954SCole Faust     validate(Accessor(_target), _reference, tolerance_quantized);
193*c217d954SCole Faust }
194*c217d954SCole Faust TEST_SUITE_END() // QASYMM8_SIGNED
195*c217d954SCole Faust 
196*c217d954SCole Faust TEST_SUITE_END() // ReductionOperation
197*c217d954SCole Faust TEST_SUITE_END() // Neon
198*c217d954SCole Faust } // namespace validation
199*c217d954SCole Faust } // namespace test
200*c217d954SCole Faust } // namespace arm_compute
201