1*c217d954SCole Faust /*
2*c217d954SCole Faust * Copyright (c) 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
25*c217d954SCole Faust #include "arm_compute/core/TensorShape.h"
26*c217d954SCole Faust #include "tests/framework/datasets/Datasets.h"
27*c217d954SCole Faust
28*c217d954SCole Faust #include "arm_compute/core/Types.h"
29*c217d954SCole Faust #include "arm_compute/runtime/CL/CLTensor.h"
30*c217d954SCole Faust #include "arm_compute/runtime/CL/CLTensorAllocator.h"
31*c217d954SCole Faust #include "arm_compute/runtime/CL/functions/CLPooling3dLayer.h"
32*c217d954SCole Faust #include "tests/CL/CLAccessor.h"
33*c217d954SCole Faust #include "tests/PaddingCalculator.h"
34*c217d954SCole Faust #include "tests/datasets/Pooling3dLayerDataset.h"
35*c217d954SCole Faust #include "tests/datasets/PoolingTypesDataset.h"
36*c217d954SCole Faust #include "tests/datasets/ShapeDatasets.h"
37*c217d954SCole Faust #include "tests/framework/Asserts.h"
38*c217d954SCole Faust #include "tests/framework/Macros.h"
39*c217d954SCole Faust #include "tests/framework/datasets/Datasets.h"
40*c217d954SCole Faust #include "tests/validation/Validation.h"
41*c217d954SCole Faust #include "tests/validation/fixtures/Pooling3dLayerFixture.h"
42*c217d954SCole Faust
43*c217d954SCole Faust namespace arm_compute
44*c217d954SCole Faust {
45*c217d954SCole Faust namespace test
46*c217d954SCole Faust {
47*c217d954SCole Faust namespace validation
48*c217d954SCole Faust {
49*c217d954SCole Faust namespace
50*c217d954SCole Faust {
51*c217d954SCole Faust /** Input data sets for floating-point data types */
52*c217d954SCole Faust const auto Pooling3dLayerDatasetFP = combine(combine(combine(combine(datasets::PoolingTypes(), framework::dataset::make("PoolingSize", { Size3D(2, 3, 2) })),
53*c217d954SCole Faust framework::dataset::make("Stride", { Size3D(1, 1, 1), Size3D(2, 1, 1), Size3D(1, 2, 1), Size3D(2, 2, 1) })),
54*c217d954SCole Faust framework::dataset::make("Padding", { Padding3D(0, 1, 0), Padding3D(1, 1, 1) })),
55*c217d954SCole Faust framework::dataset::make("ExcludePadding", { true, false }));
56*c217d954SCole Faust
57*c217d954SCole Faust const auto Pooling3dLayerDatasetFPSmall = combine(combine(combine(combine(datasets::PoolingTypes(), framework::dataset::make("PoolingSize", { Size3D(2, 2, 2), Size3D(3, 3, 3) })),
58*c217d954SCole Faust framework::dataset::make("Stride", { Size3D(2, 2, 2), Size3D(2, 1, 1) })),
59*c217d954SCole Faust framework::dataset::make("Padding", { Padding3D(0, 0, 0), Padding3D(1, 1, 1), Padding3D(1, 0, 0) })),
60*c217d954SCole Faust framework::dataset::make("ExcludePadding", { true, false }));
61*c217d954SCole Faust
62*c217d954SCole Faust const auto Pooling3DLayerDatasetQuantized = combine(combine(combine(combine(framework::dataset::make("PoolingType", { PoolingType::MAX, PoolingType::AVG }),
63*c217d954SCole Faust framework::dataset::make("PoolingSize", { Size3D(2, 3, 2) })),
64*c217d954SCole Faust framework::dataset::make("Stride", { Size3D(1, 1, 1), Size3D(2, 1, 1), Size3D(1, 2, 1), Size3D(1, 1, 2), Size3D(2, 2, 1)})),
65*c217d954SCole Faust framework::dataset::make("Padding", { Padding3D(0, 0, 0), Padding3D(1, 1, 1), Padding3D(1, 0, 0) })),
66*c217d954SCole Faust framework::dataset::make("ExcludePadding", { true }));
67*c217d954SCole Faust
68*c217d954SCole Faust using ShapeDataset = framework::dataset::ContainerDataset<std::vector<TensorShape>>;
69*c217d954SCole Faust
70*c217d954SCole Faust constexpr AbsoluteTolerance<float> tolerance_f32(0.001f); /**< Tolerance value for comparing reference's output against implementation's output for 32-bit floating-point type */
71*c217d954SCole Faust constexpr AbsoluteTolerance<float> tolerance_f16(0.1f); /**< Tolerance value for comparing reference's output against implementation's output for 16-bit floating-point type */
72*c217d954SCole Faust constexpr AbsoluteTolerance<int8_t> tolerance_qasymm8_signed(1); /**< Tolerance value for comparing reference's output against implementation's output for QASYMM8_SIGNED integer datatype*/
73*c217d954SCole Faust constexpr AbsoluteTolerance<uint8_t> tolerance_qasymm8(1); /**< Tolerance value for comparing reference's output against implementation's output for 8-bit asymmetric type */
74*c217d954SCole Faust
75*c217d954SCole Faust } // namespace
76*c217d954SCole Faust
77*c217d954SCole Faust TEST_SUITE(CL)
TEST_SUITE(Pooling3dLayer)78*c217d954SCole Faust TEST_SUITE(Pooling3dLayer)
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(
83*c217d954SCole Faust framework::dataset::make("InputInfo", { TensorInfo(TensorShape(2U, 27U, 13U, 4U, 3U), 1, DataType::F32, DataLayout::NDHWC), // Mismatching data type
84*c217d954SCole Faust TensorInfo(TensorShape(2U, 27U, 13U, 4U, 2U), 1, DataType::F32, DataLayout::NDHWC), // Invalid pad/size combination
85*c217d954SCole Faust TensorInfo(TensorShape(2U, 27U, 13U, 4U, 2U), 1, DataType::F32, DataLayout::NDHWC), // Invalid pad/size combination
86*c217d954SCole Faust TensorInfo(TensorShape(2U, 27U, 13U, 4U, 3U), 1, DataType::F32, DataLayout::NDHWC), // Invalid output shape
87*c217d954SCole Faust TensorInfo(TensorShape(5U, 13U, 15U, 2U, 3U), 1, DataType::F32, DataLayout::NDHWC), // Global Pooling
88*c217d954SCole Faust TensorInfo(TensorShape(13U,13U, 5U, 1U, 2U), 1, DataType::F32, DataLayout::NDHWC), // Invalid output Global Pooling
89*c217d954SCole Faust TensorInfo(TensorShape(5U, 13U, 13U, 4U, 4U), 1, DataType::F32, DataLayout::NDHWC), // Invalid data type
90*c217d954SCole Faust TensorInfo(TensorShape(5U, 13U, 13U, 4U, 4U), 1, DataType::F32, DataLayout::NDHWC),
91*c217d954SCole Faust TensorInfo(TensorShape(5U, 13U, 13U, 5U, 4U), 1, DataType::F32, DataLayout::NDHWC),
92*c217d954SCole Faust TensorInfo(TensorShape(1U, 16U, 1U, 3U, 4U), 1, DataType::F32, DataLayout::NDHWC),
93*c217d954SCole Faust TensorInfo(TensorShape(5U, 13U, 13U, 4U, 3U), 1, DataType::F32, DataLayout::NDHWC),
94*c217d954SCole Faust TensorInfo(TensorShape(5U, 13U, 13U, 4U, 2U), 1, DataType::F32, DataLayout::NDHWC),
95*c217d954SCole Faust TensorInfo(TensorShape(5U, 13U, 13U, 4U, 3U), 1, DataType::F32, DataLayout::NDHWC),
96*c217d954SCole Faust TensorInfo(TensorShape(5U, 13U, 13U, 4U, 3U), 1, DataType::F32, DataLayout::NDHWC),
97*c217d954SCole Faust }),
98*c217d954SCole Faust framework::dataset::make("OutputInfo",{ TensorInfo(TensorShape(2U, 25U, 11U, 3U, 3U), 1, DataType::F16, DataLayout::NDHWC),
99*c217d954SCole Faust TensorInfo(TensorShape(2U, 30U, 11U, 3U, 2U), 1, DataType::F32, DataLayout::NDHWC),
100*c217d954SCole Faust TensorInfo(TensorShape(2U, 25U, 16U, 3U, 2U), 1, DataType::F32, DataLayout::NDHWC),
101*c217d954SCole Faust TensorInfo(TensorShape(2U, 27U, 13U, 3U, 3U), 1, DataType::F32, DataLayout::NDHWC),
102*c217d954SCole Faust TensorInfo(TensorShape(5U, 1U, 1U, 1U, 3U), 1, DataType::F32, DataLayout::NDHWC), // Global pooling applied
103*c217d954SCole Faust TensorInfo(TensorShape(5U, 2U, 2U, 2U, 2U), 1, DataType::F32, DataLayout::NDHWC), // Invalid output Global Pooling
104*c217d954SCole Faust TensorInfo(TensorShape(5U, 12U, 12U, 3U, 4U), 1, DataType::F32, DataLayout::NDHWC),
105*c217d954SCole Faust TensorInfo(TensorShape(5U, 12U, 12U, 3U, 4U), 1, DataType::QASYMM8, DataLayout::NDHWC), // Invalid data type
106*c217d954SCole Faust TensorInfo(TensorShape(5U, 1U, 1U, 1U, 4U), 1, DataType::F32, DataLayout::NDHWC),
107*c217d954SCole Faust TensorInfo(TensorShape(1U, 15U, 1U, 2U, 4U), 1, DataType::F32, DataLayout::NDHWC), // Output width larger than input
108*c217d954SCole Faust TensorInfo(TensorShape(5U, 6U, 6U, 2U, 3U), 1, DataType::F32, DataLayout::NDHWC),
109*c217d954SCole Faust TensorInfo(TensorShape(5U, 6U, 6U, 2U, 2U), 1, DataType::F32, DataLayout::NDHWC),
110*c217d954SCole Faust TensorInfo(TensorShape(5U, 6U, 6U, 2U, 3U), 1, DataType::F32, DataLayout::NDHWC),
111*c217d954SCole Faust TensorInfo(TensorShape(5U, 6U, 6U, 2U, 3U), 1, DataType::F32, DataLayout::NDHWC),
112*c217d954SCole Faust })),
113*c217d954SCole Faust framework::dataset::make("PoolInfo", { Pooling3dLayerInfo(PoolingType::AVG, 3, Size3D(1, 1, 1), Padding3D(0, 0, 0)),
114*c217d954SCole Faust Pooling3dLayerInfo(PoolingType::AVG, 2, Size3D(1, 1, 1), Padding3D(2, 0, 0)),
115*c217d954SCole Faust Pooling3dLayerInfo(PoolingType::AVG, 2, Size3D(1, 1, 1), Padding3D(0, 0, 0)),
116*c217d954SCole Faust Pooling3dLayerInfo(PoolingType::L2, 3, Size3D(1, 1, 1), Padding3D(0, 0, 0)),
117*c217d954SCole Faust Pooling3dLayerInfo(PoolingType::AVG),
118*c217d954SCole Faust Pooling3dLayerInfo(PoolingType::MAX),
119*c217d954SCole Faust Pooling3dLayerInfo(PoolingType::AVG, 2, Size3D(), Padding3D(), false),
120*c217d954SCole Faust Pooling3dLayerInfo(PoolingType::AVG, 2, Size3D(1U, 1U, 1U), Padding3D(), false),
121*c217d954SCole Faust Pooling3dLayerInfo(PoolingType::AVG),
122*c217d954SCole Faust Pooling3dLayerInfo(PoolingType::MAX, 2, Size3D(1, 1, 2), Padding3D(0, 0, 0), false),
123*c217d954SCole Faust Pooling3dLayerInfo(PoolingType::AVG, 2, Size3D(2U, 2U, 2U), Padding3D(), false),
124*c217d954SCole Faust Pooling3dLayerInfo(PoolingType::AVG, 1, Size3D(2U, 2U, 2U), Padding3D(2, 2, 2), true), // Pool size is smaller than the padding size with padding excluded
125*c217d954SCole Faust Pooling3dLayerInfo(PoolingType::AVG, 1, Size3D(2U, 2U, 2U), Padding3D(2, 2, 2), false), // Pool size is smaller than the padding size with padding included
126*c217d954SCole Faust Pooling3dLayerInfo(PoolingType::AVG, 3, Size3D(2U, 2U, 2U), Padding3D(2,1,2,2,1,2), false, false, DimensionRoundingType::CEIL), // CEIL with asymmetric Padding
127*c217d954SCole Faust })),
128*c217d954SCole Faust framework::dataset::make("Expected", { false, false, false, false, true, false, false, false, true , false, true, false, false, false})),
129*c217d954SCole Faust input_info, output_info, pool_info, expected)
130*c217d954SCole Faust {
131*c217d954SCole Faust ARM_COMPUTE_EXPECT(bool(CLPooling3dLayer::validate(&input_info.clone()->set_is_resizable(false), &output_info.clone()->set_is_resizable(false), pool_info)) == expected, framework::LogLevel::ERRORS);
132*c217d954SCole Faust }
133*c217d954SCole Faust
134*c217d954SCole Faust
135*c217d954SCole Faust template <typename T>
136*c217d954SCole Faust using CLPooling3dLayerFixture = Pooling3dLayerValidationFixture<CLTensor, CLAccessor, CLPooling3dLayer, T>;
137*c217d954SCole Faust
138*c217d954SCole Faust template <typename T>
139*c217d954SCole Faust using CLSpecialPooling3dLayerFixture = SpecialPooling3dLayerValidationFixture<CLTensor, CLAccessor, CLPooling3dLayer, T>;
140*c217d954SCole Faust
141*c217d954SCole Faust template <typename T>
142*c217d954SCole Faust using CLPooling3dLayerGlobalFixture = Pooling3dLayerGlobalValidationFixture<CLTensor, CLAccessor, CLPooling3dLayer, T>;
143*c217d954SCole Faust
144*c217d954SCole Faust template <typename T>
145*c217d954SCole Faust using CLPooling3dLayerQuantizedFixture = Pooling3dLayerValidationQuantizedFixture<CLTensor, CLAccessor, CLPooling3dLayer, T>;
146*c217d954SCole Faust
147*c217d954SCole Faust // clang-format on
148*c217d954SCole Faust // *INDENT-ON*
149*c217d954SCole Faust TEST_SUITE(QUANTIZED)
150*c217d954SCole Faust
TEST_SUITE(QASYMM8)151*c217d954SCole Faust TEST_SUITE(QASYMM8)
152*c217d954SCole Faust // Small Dataset Quantized Dataset
153*c217d954SCole Faust FIXTURE_DATA_TEST_CASE(RunSmall, CLPooling3dLayerQuantizedFixture<uint8_t>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(datasets::Small5dShapes(),
154*c217d954SCole Faust combine(Pooling3DLayerDatasetQuantized,
155*c217d954SCole Faust framework::dataset::make("DataType", DataType::QASYMM8))),
156*c217d954SCole Faust framework::dataset::make("InputQuantInfo", { QuantizationInfo(1.f / 127.f, 10), QuantizationInfo(1.f / 127.f, 10) })),
157*c217d954SCole Faust framework::dataset::make("OutputQuantInfo", { QuantizationInfo(1.f / 127.f, 5), QuantizationInfo(1.f / 127.f, 10) })))
158*c217d954SCole Faust {
159*c217d954SCole Faust // Validate output
160*c217d954SCole Faust validate(CLAccessor(_target), _reference, tolerance_qasymm8);
161*c217d954SCole Faust }
162*c217d954SCole Faust
163*c217d954SCole Faust // Large Dataset Quantized Dataset
164*c217d954SCole Faust FIXTURE_DATA_TEST_CASE(RunLarge, CLPooling3dLayerQuantizedFixture<uint8_t>, framework::DatasetMode::NIGHTLY, combine(combine(combine(datasets::Large5dShapes(),
165*c217d954SCole Faust combine(Pooling3DLayerDatasetQuantized,
166*c217d954SCole Faust framework::dataset::make("DataType", DataType::QASYMM8))),
167*c217d954SCole Faust framework::dataset::make("InputQuantInfo", { QuantizationInfo(1.f / 127.f, 10), QuantizationInfo(1.f / 127.f, 10) })),
168*c217d954SCole Faust framework::dataset::make("OutputQuantInfo", { QuantizationInfo(1.f / 127.f, 5), QuantizationInfo(1.f / 127.f, 10) })))
169*c217d954SCole Faust {
170*c217d954SCole Faust // Validate output
171*c217d954SCole Faust validate(CLAccessor(_target), _reference, tolerance_qasymm8);
172*c217d954SCole Faust }
173*c217d954SCole Faust TEST_SUITE_END()
174*c217d954SCole Faust
TEST_SUITE(QASYMM8_SIGNED)175*c217d954SCole Faust TEST_SUITE(QASYMM8_SIGNED)
176*c217d954SCole Faust
177*c217d954SCole Faust // Large Dataset Quantized Dataset Signed
178*c217d954SCole Faust FIXTURE_DATA_TEST_CASE(RunSmall, CLPooling3dLayerQuantizedFixture<int8_t>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(datasets::Small5dShapes(),
179*c217d954SCole Faust combine(Pooling3DLayerDatasetQuantized,
180*c217d954SCole Faust framework::dataset::make("DataType", DataType::QASYMM8_SIGNED))),
181*c217d954SCole Faust framework::dataset::make("InputQuantInfo", { QuantizationInfo(1.f / 127.f, -10), QuantizationInfo(1.f / 127.f, -10) })),
182*c217d954SCole Faust framework::dataset::make("OutputQuantInfo", { QuantizationInfo(1.f / 127.f, -5), QuantizationInfo(1.f / 127.f, -10) })))
183*c217d954SCole Faust {
184*c217d954SCole Faust // Validate output
185*c217d954SCole Faust validate(CLAccessor(_target), _reference, tolerance_qasymm8_signed);
186*c217d954SCole Faust }
187*c217d954SCole Faust
188*c217d954SCole Faust // Large Dataset Quantized pooling test
189*c217d954SCole Faust FIXTURE_DATA_TEST_CASE(RunLarge, CLPooling3dLayerQuantizedFixture<int8_t>, framework::DatasetMode::NIGHTLY, combine(combine(combine(datasets::Large5dShapes(),
190*c217d954SCole Faust combine(Pooling3DLayerDatasetQuantized,
191*c217d954SCole Faust framework::dataset::make("DataType", DataType::QASYMM8_SIGNED))),
192*c217d954SCole Faust framework::dataset::make("InputQuantInfo", { QuantizationInfo(1.f / 127.f, -10), QuantizationInfo(1.f / 127.f, -10) })),
193*c217d954SCole Faust framework::dataset::make("OutputQuantInfo", { QuantizationInfo(1.f / 127.f, -5), QuantizationInfo(1.f / 127.f, -10) })))
194*c217d954SCole Faust {
195*c217d954SCole Faust // Validate output
196*c217d954SCole Faust validate(CLAccessor(_target), _reference, tolerance_qasymm8_signed);
197*c217d954SCole Faust }
198*c217d954SCole Faust
199*c217d954SCole Faust TEST_SUITE_END()
TEST_SUITE_END()200*c217d954SCole Faust TEST_SUITE_END()
201*c217d954SCole Faust
202*c217d954SCole Faust TEST_SUITE(Float)
203*c217d954SCole Faust TEST_SUITE(FP32)
204*c217d954SCole Faust
205*c217d954SCole Faust FIXTURE_DATA_TEST_CASE(RunSpecial, CLSpecialPooling3dLayerFixture<float>, framework::DatasetMode::ALL, datasets::Pooling3dLayerDatasetSpecial() * framework::dataset::make("DataType", DataType::F32))
206*c217d954SCole Faust {
207*c217d954SCole Faust // Validate output
208*c217d954SCole Faust validate(CLAccessor(_target), _reference, tolerance_f32);
209*c217d954SCole Faust }
210*c217d954SCole Faust
211*c217d954SCole Faust FIXTURE_DATA_TEST_CASE(RunSmall, CLPooling3dLayerFixture<float>, framework::DatasetMode::PRECOMMIT, combine(datasets::Small5dShapes(), combine(Pooling3dLayerDatasetFPSmall,
212*c217d954SCole Faust framework::dataset::make("DataType", DataType::F32))))
213*c217d954SCole Faust {
214*c217d954SCole Faust // Validate output
215*c217d954SCole Faust validate(CLAccessor(_target), _reference, tolerance_f32);
216*c217d954SCole Faust }
217*c217d954SCole Faust
218*c217d954SCole Faust FIXTURE_DATA_TEST_CASE(RunLarge, CLPooling3dLayerFixture<float>, framework::DatasetMode::NIGHTLY, combine(datasets::Large5dShapes(), combine(Pooling3dLayerDatasetFP,
219*c217d954SCole Faust framework::dataset::make("DataType", DataType::F32))))
220*c217d954SCole Faust {
221*c217d954SCole Faust // Validate output
222*c217d954SCole Faust validate(CLAccessor(_target), _reference, tolerance_f32);
223*c217d954SCole Faust }
224*c217d954SCole Faust
225*c217d954SCole Faust TEST_SUITE(GlobalPooling)
226*c217d954SCole Faust // *INDENT-OFF*
227*c217d954SCole Faust // clang-format off
228*c217d954SCole Faust FIXTURE_DATA_TEST_CASE(RunSmall, CLPooling3dLayerFixture<float>, framework::DatasetMode::ALL,
229*c217d954SCole Faust combine(combine(combine(combine(combine(combine(
230*c217d954SCole Faust framework::dataset::make("InputShape", { TensorShape(3U, 27U, 13U, 4U),
231*c217d954SCole Faust TensorShape(4U, 27U, 13U, 4U, 2U)
232*c217d954SCole Faust }),
233*c217d954SCole Faust framework::dataset::make("PoolingType", { PoolingType::AVG, PoolingType::L2, PoolingType::MAX })),
234*c217d954SCole Faust framework::dataset::make("PoolingSize", { Size3D(27, 13, 4) })),
235*c217d954SCole Faust framework::dataset::make("Strides", Size3D(1, 1, 1))),
236*c217d954SCole Faust framework::dataset::make("Paddings", Padding3D(0, 0, 0))),
237*c217d954SCole Faust framework::dataset::make("ExcludePadding", false)),
238*c217d954SCole Faust framework::dataset::make("DataType", DataType::F32)))
239*c217d954SCole Faust {
240*c217d954SCole Faust // Validate output
241*c217d954SCole Faust validate(CLAccessor(_target), _reference, tolerance_f32);
242*c217d954SCole Faust }
243*c217d954SCole Faust
244*c217d954SCole Faust FIXTURE_DATA_TEST_CASE(RunSmallGlobal, CLPooling3dLayerGlobalFixture<float>, framework::DatasetMode::ALL,
245*c217d954SCole Faust combine(combine(
246*c217d954SCole Faust framework::dataset::make("InputShape", { TensorShape(27U, 13U, 4U, 3U),
247*c217d954SCole Faust TensorShape(27U, 13U, 4U, 4U, 2U)
248*c217d954SCole Faust }),
249*c217d954SCole Faust framework::dataset::make("PoolingType", { PoolingType::AVG, PoolingType::L2, PoolingType::MAX })),
250*c217d954SCole Faust framework::dataset::make("DataType", DataType::F32)))
251*c217d954SCole Faust {
252*c217d954SCole Faust // Validate output
253*c217d954SCole Faust validate(CLAccessor(_target), _reference, tolerance_f32);
254*c217d954SCole Faust }
255*c217d954SCole Faust FIXTURE_DATA_TEST_CASE(RunLarge, CLPooling3dLayerFixture<float>, framework::DatasetMode::NIGHTLY,
256*c217d954SCole Faust combine(combine(combine(combine(combine(combine(
257*c217d954SCole Faust framework::dataset::make("InputShape", { TensorShape(4U, 79U, 37U, 11U),
258*c217d954SCole Faust TensorShape(4U, 79U, 37U, 11U, 2U)
259*c217d954SCole Faust }),
260*c217d954SCole Faust framework::dataset::make("PoolingType", { PoolingType::AVG, PoolingType::L2, PoolingType::MAX })),
261*c217d954SCole Faust framework::dataset::make("PoolingSize", { Size3D(79, 37, 11) })),
262*c217d954SCole Faust framework::dataset::make("Strides", Size3D(1, 1, 1))),
263*c217d954SCole Faust framework::dataset::make("Paddings", Padding3D(0, 0, 0))),
264*c217d954SCole Faust framework::dataset::make("ExcludePadding", false)),
265*c217d954SCole Faust framework::dataset::make("DataType", DataType::F32)))
266*c217d954SCole Faust {
267*c217d954SCole Faust // Validate output
268*c217d954SCole Faust validate(CLAccessor(_target), _reference, tolerance_f32);
269*c217d954SCole Faust }
270*c217d954SCole Faust // clang-format on
271*c217d954SCole Faust // *INDENT-ON*
272*c217d954SCole Faust TEST_SUITE_END() // GlobalPooling
TEST_SUITE_END()273*c217d954SCole Faust TEST_SUITE_END() // FP32
274*c217d954SCole Faust
275*c217d954SCole Faust TEST_SUITE(FP16)
276*c217d954SCole Faust
277*c217d954SCole Faust FIXTURE_DATA_TEST_CASE(RunSmall, CLPooling3dLayerFixture<half>, framework::DatasetMode::PRECOMMIT, combine(datasets::Small5x5Shapes(), combine(Pooling3dLayerDatasetFPSmall,
278*c217d954SCole Faust framework::dataset::make("DataType", DataType::F16))))
279*c217d954SCole Faust {
280*c217d954SCole Faust // Validate output
281*c217d954SCole Faust validate(CLAccessor(_target), _reference, tolerance_f16);
282*c217d954SCole Faust }
283*c217d954SCole Faust
284*c217d954SCole Faust FIXTURE_DATA_TEST_CASE(RunLarge, CLPooling3dLayerFixture<half>, framework::DatasetMode::NIGHTLY, combine(datasets::Large5dShapes(), combine(Pooling3dLayerDatasetFP,
285*c217d954SCole Faust framework::dataset::make("DataType", DataType::F16))))
286*c217d954SCole Faust {
287*c217d954SCole Faust // Validate output
288*c217d954SCole Faust validate(CLAccessor(_target), _reference, tolerance_f16);
289*c217d954SCole Faust }
290*c217d954SCole Faust
291*c217d954SCole Faust TEST_SUITE(GlobalPooling)
292*c217d954SCole Faust // *INDENT-OFF*
293*c217d954SCole Faust // clang-format off
294*c217d954SCole Faust FIXTURE_DATA_TEST_CASE(RunSmall, CLPooling3dLayerFixture<half>, framework::DatasetMode::ALL,
295*c217d954SCole Faust combine(combine(combine(combine(combine(combine(
296*c217d954SCole Faust framework::dataset::make("InputShape", { TensorShape(3U, 27U, 13U, 4U),
297*c217d954SCole Faust TensorShape(4U, 27U, 13U, 4U, 2U)
298*c217d954SCole Faust }),
299*c217d954SCole Faust framework::dataset::make("PoolingType", { PoolingType::AVG, PoolingType::L2, PoolingType::MAX })),
300*c217d954SCole Faust framework::dataset::make("PoolingSize", { Size3D(27, 13, 4) })),
301*c217d954SCole Faust framework::dataset::make("Strides", Size3D(1, 1, 1))),
302*c217d954SCole Faust framework::dataset::make("Paddings", Padding3D(0, 0, 0))),
303*c217d954SCole Faust framework::dataset::make("ExcludePadding", false)),
304*c217d954SCole Faust framework::dataset::make("DataType", DataType::F16)))
305*c217d954SCole Faust {
306*c217d954SCole Faust // Validate output
307*c217d954SCole Faust validate(CLAccessor(_target), _reference, tolerance_f16);
308*c217d954SCole Faust }
309*c217d954SCole Faust
310*c217d954SCole Faust FIXTURE_DATA_TEST_CASE(RunSmallGlobal, CLPooling3dLayerGlobalFixture<half>, framework::DatasetMode::ALL,
311*c217d954SCole Faust combine(combine(
312*c217d954SCole Faust framework::dataset::make("InputShape", { TensorShape(27U, 13U, 4U, 3U),
313*c217d954SCole Faust TensorShape(27U, 13U, 4U, 4U, 2U)
314*c217d954SCole Faust }),
315*c217d954SCole Faust framework::dataset::make("PoolingType", { PoolingType::AVG, PoolingType::L2, PoolingType::MAX })),
316*c217d954SCole Faust framework::dataset::make("DataType", DataType::F16)))
317*c217d954SCole Faust {
318*c217d954SCole Faust // Validate output
319*c217d954SCole Faust validate(CLAccessor(_target), _reference, tolerance_f16);
320*c217d954SCole Faust }
321*c217d954SCole Faust FIXTURE_DATA_TEST_CASE(RunLarge, CLPooling3dLayerFixture<half>, framework::DatasetMode::NIGHTLY,
322*c217d954SCole Faust combine(combine(combine(combine(combine(combine(
323*c217d954SCole Faust framework::dataset::make("InputShape", { TensorShape(4U, 79U, 37U, 11U),
324*c217d954SCole Faust TensorShape(4U, 79U, 37U, 11U, 2U)
325*c217d954SCole Faust }),
326*c217d954SCole Faust framework::dataset::make("PoolingType", { PoolingType::AVG, PoolingType::L2, PoolingType::MAX })),
327*c217d954SCole Faust framework::dataset::make("PoolingSize", { Size3D(79, 37, 11) })),
328*c217d954SCole Faust framework::dataset::make("Strides", Size3D(1, 1, 1))),
329*c217d954SCole Faust framework::dataset::make("Paddings", Padding3D(0, 0, 0))),
330*c217d954SCole Faust framework::dataset::make("ExcludePadding", false)),
331*c217d954SCole Faust framework::dataset::make("DataType", DataType::F16)))
332*c217d954SCole Faust {
333*c217d954SCole Faust // Validate output
334*c217d954SCole Faust validate(CLAccessor(_target), _reference, tolerance_f16);
335*c217d954SCole Faust }
336*c217d954SCole Faust // clang-format on
337*c217d954SCole Faust // *INDENT-ON*
338*c217d954SCole Faust TEST_SUITE_END() // GlobalPooling
339*c217d954SCole Faust TEST_SUITE_END() // FP16
340*c217d954SCole Faust TEST_SUITE_END() // Float
341*c217d954SCole Faust TEST_SUITE_END() // Pooling3dLayer
342*c217d954SCole Faust TEST_SUITE_END() // CL
343*c217d954SCole Faust } // namespace validation
344*c217d954SCole Faust } // namespace test
345*c217d954SCole Faust } // namespace arm_compute
346