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gerrit-public.fairphone.software / platform / external / ComputeLibrary / 18b685f5d09ba07aa54e050f881a0befe3e36047 / . / tests / validation / NEON / DepthwiseConvolutionLayer.cpp
blob: 407ebe362a335619d150192aca71f85860909ff0 [file] [log] [blame]
Anthony Barbier8140e1e2017-12-14 23:48:46 +0000[diff] [blame]1/*
Jenkins18b685f2020-08-21 10:26:22 +0100[diff] [blame^]2 * Copyright (c) 2017-2020 Arm Limited.
Anthony Barbier8140e1e2017-12-14 23:48:46 +0000[diff] [blame]3 *
4 * SPDX-License-Identifier: MIT
5 *
6 * Permission is hereby granted, free of charge, to any person obtaining a copy
7 * of this software and associated documentation files (the "Software"), to
8 * deal in the Software without restriction, including without limitation the
9 * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or
10 * sell copies of the Software, and to permit persons to whom the Software is
11 * furnished to do so, subject to the following conditions:
12 *
13 * The above copyright notice and this permission notice shall be included in all
14 * copies or substantial portions of the Software.
15 *
16 * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
17 * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
18 * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
19 * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
20 * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
Jenkins514be652019-02-28 12:25:18 +0000[diff] [blame]21 * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
Anthony Barbier8140e1e2017-12-14 23:48:46 +0000[diff] [blame]22 * SOFTWARE.
23 */
24#include "arm_compute/core/Types.h"
Jenkinsb3a371b2018-05-23 11:36:53 +0100[diff] [blame]25#include "arm_compute/core/utils/misc/ShapeCalculator.h"
Anthony Barbier8140e1e2017-12-14 23:48:46 +0000[diff] [blame]26#include "arm_compute/runtime/NEON/functions/NEDepthwiseConvolutionLayer.h"
27#include "arm_compute/runtime/Tensor.h"
28#include "arm_compute/runtime/TensorAllocator.h"
29#include "tests/NEON/Accessor.h"
30#include "tests/PaddingCalculator.h"
31#include "tests/datasets/DepthwiseConvolutionLayerDataset.h"
Jenkins4ba87db2019-05-23 17:11:51 +0100[diff] [blame]32#include "tests/datasets/DilatedDepthwiseConvolutionLayerDataset.h"
Anthony Barbier8140e1e2017-12-14 23:48:46 +0000[diff] [blame]33#include "tests/framework/Asserts.h"
34#include "tests/framework/Macros.h"
35#include "tests/framework/datasets/Datasets.h"
36#include "tests/validation/Validation.h"
37#include "tests/validation/fixtures/DepthwiseConvolutionLayerFixture.h"
38
39namespace arm_compute
40{
41namespace test
42{
43namespace validation
44{
Jenkinsb3a371b2018-05-23 11:36:53 +0100[diff] [blame]45using namespace arm_compute::misc::shape_calculator;
46
Anthony Barbier8140e1e2017-12-14 23:48:46 +0000[diff] [blame]47namespace
48{
Jenkins514be652019-02-28 12:25:18 +0000[diff] [blame]49constexpr RelativeTolerance<float> tolerance_f32(0.01f); /**< Tolerance value for comparing reference's output against implementation's output for DataType::F32 */
50constexpr AbsoluteTolerance<uint8_t> tolerance_qasymm8(1); /**< Tolerance value for comparing reference's output against implementation's output for DataType::QASYMM8 */
51#ifdef __ARM_FEATURE_FP16_VECTOR_ARITHMETIC
52RelativeTolerance<half_float::half> tolerance_f16(half_float::half(0.01)); /**< Tolerance value for comparing reference's output against implementation's output for DataType::F16 */
53constexpr float tolerance_num = 0.05f; /**< Tolerance number */
54#endif // __ARM_FEATURE_FP16_VECTOR_ARITHMETIC
Jenkinsb3a371b2018-05-23 11:36:53 +0100[diff] [blame]55
Jenkins0e205f72019-11-28 16:53:35 +0000[diff] [blame]56const auto depth_multipliers = framework::dataset::make("DepthMultiplier", { 1, 2, 5 });
Jenkins975dfe12019-09-02 11:47:54 +0100[diff] [blame]57const auto large_depth_multipliers = framework::dataset::make("DepthMultiplier", { 1, 2, 5, 8 });
Jenkins4ba87db2019-05-23 17:11:51 +0100[diff] [blame]58
59//Activation Functions
60const auto ActivationFunctionsDataset = framework::dataset::make("ActivationInfo",
61{
62 ActivationLayerInfo(),
63 ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::RELU)
64});
Jenkins36ccc902020-02-21 11:10:48 +0000[diff] [blame]65
66const auto input_qinfo_dataset = framework::dataset::make("InputQInfo",
67{
68 QuantizationInfo(0.3f, 10),
69 QuantizationInfo(2.2f, 10),
70});
Anthony Barbier8140e1e2017-12-14 23:48:46 +0000[diff] [blame]71} // namespace
72
73TEST_SUITE(NEON)
Jenkins4ba87db2019-05-23 17:11:51 +0100[diff] [blame]74TEST_SUITE(DepthwiseConvolutionLayer)
Anthony Barbier8140e1e2017-12-14 23:48:46 +0000[diff] [blame]75
Jenkins52ba29e2018-08-29 15:32:11 +0000[diff] [blame]76// *INDENT-OFF*
77// clang-format off
Jenkins4ba87db2019-05-23 17:11:51 +0100[diff] [blame]78DATA_TEST_CASE(Validate3x3, framework::DatasetMode::ALL, zip(zip(zip(zip(zip(zip(zip(
Jenkins52ba29e2018-08-29 15:32:11 +0000[diff] [blame]79 framework::dataset::make("InputInfo", { TensorInfo(TensorShape(32U, 18U, 2U), 1, DataType::F32), // Mismatching data type input/weights
80 TensorInfo(TensorShape(32U, 18U, 3U), 1, DataType::F32), // Mismatching input feature maps
81 TensorInfo(TensorShape(32U, 18U, 2U), 1, DataType::F32), // Unsupported weights dimensions
82 TensorInfo(TensorShape(32U, 18U, 2U), 1, DataType::F32), // Mismatching depth multiplier
83 TensorInfo(TensorShape(32U, 18U, 2U), 1, DataType::QASYMM8), // Invalid stride
84 TensorInfo(TensorShape(32U, 18U, 2U), 1, DataType::F32), // Invalid biases size
85 TensorInfo(TensorShape(32U, 18U, 2U), 1, DataType::F32), // Invalid biases dimensions
86 TensorInfo(TensorShape(32U, 18U, 2U), 1, DataType::F32), // Invalid output size
Jenkins4ba87db2019-05-23 17:11:51 +0100[diff] [blame]87 TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::F32), // patch size bigger than input width
88 TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::F32), // dilation < 1
Jenkins52ba29e2018-08-29 15:32:11 +0000[diff] [blame]89 TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::F32),
90 }),
91 framework::dataset::make("WeightsInfo", { TensorInfo(TensorShape(3U, 3U, 2U, 2U), 1, DataType::F16),
92 TensorInfo(TensorShape(3U, 3U, 2U, 2U), 1, DataType::F32),
93 TensorInfo(TensorShape(5U, 5U, 2U, 2U), 1, DataType::F32),
94 TensorInfo(TensorShape(3U, 3U, 2U, 2U), 1, DataType::F32),
95 TensorInfo(TensorShape(3U, 3U, 2U, 2U), 1, DataType::QASYMM8),
96 TensorInfo(TensorShape(3U, 3U, 2U, 2U), 1, DataType::F32),
97 TensorInfo(TensorShape(3U, 3U, 2U, 2U), 1, DataType::F32),
98 TensorInfo(TensorShape(3U, 3U, 2U, 2U), 1, DataType::F32),
99 TensorInfo(TensorShape(3U, 3U, 2U, 2U), 1, DataType::F32),
Jenkins4ba87db2019-05-23 17:11:51 +0100[diff] [blame]100 TensorInfo(TensorShape(3U, 3U, 2U, 2U), 1, DataType::F32),
101 TensorInfo(TensorShape(3U, 3U, 2U, 2U), 1, DataType::F32),
Jenkins52ba29e2018-08-29 15:32:11 +0000[diff] [blame]102 })),
103 framework::dataset::make("BiasesInfo", { TensorInfo(TensorShape(2U), 1, DataType::F32),
104 TensorInfo(TensorShape(2U), 1, DataType::F32),
105 TensorInfo(TensorShape(2U), 1, DataType::F32),
106 TensorInfo(TensorShape(2U), 1, DataType::F32),
107 TensorInfo(TensorShape(2U), 1, DataType::S32),
108 TensorInfo(TensorShape(4U), 1, DataType::F32),
109 TensorInfo(TensorShape(2U, 2U), 1, DataType::F32),
110 TensorInfo(TensorShape(2U), 1, DataType::F32),
111 TensorInfo(TensorShape(2U), 1, DataType::F32),
Jenkins4ba87db2019-05-23 17:11:51 +0100[diff] [blame]112 TensorInfo(TensorShape(2U), 1, DataType::F32),
113 TensorInfo(TensorShape(2U), 1, DataType::F32),
Jenkins52ba29e2018-08-29 15:32:11 +0000[diff] [blame]114 })),
115 framework::dataset::make("OutputInfo", { TensorInfo(TensorShape(30U, 16U, 2U), 1, DataType::F32),
116 TensorInfo(TensorShape(30U, 16U, 2U), 1, DataType::F32),
117 TensorInfo(TensorShape(30U, 16U, 2U), 1, DataType::F32),
118 TensorInfo(TensorShape(30U, 16U, 2U), 1, DataType::F32),
119 TensorInfo(TensorShape(30U, 16U, 2U), 1, DataType::QASYMM8),
120 TensorInfo(TensorShape(30U, 16U, 2U), 1, DataType::F32),
121 TensorInfo(TensorShape(30U, 16U, 2U), 1, DataType::F32),
122 TensorInfo(TensorShape(32U, 18U, 2U), 1, DataType::F32),
123 TensorInfo(TensorShape(25U, 11U, 2U), 1, DataType::F32),
Jenkins4ba87db2019-05-23 17:11:51 +0100[diff] [blame]124 TensorInfo(TensorShape(25U, 11U, 2U), 1, DataType::F32),
125 TensorInfo(TensorShape(25U, 11U, 2U), 1, DataType::F32),
Jenkins52ba29e2018-08-29 15:32:11 +0000[diff] [blame]126 })),
127 framework::dataset::make("ConvInfo", { PadStrideInfo(1, 1, 0, 0),
128 PadStrideInfo(1, 1, 0, 0),
129 PadStrideInfo(1, 1, 0, 0),
130 PadStrideInfo(1, 1, 0, 0),
131 PadStrideInfo(4, 1, 0, 0),
132 PadStrideInfo(1, 1, 0, 0),
133 PadStrideInfo(1, 1, 0, 0),
134 PadStrideInfo(1, 1, 0, 0),
135 PadStrideInfo(1, 1, 0, 0),
Jenkins4ba87db2019-05-23 17:11:51 +0100[diff] [blame]136 PadStrideInfo(1, 1, 0, 0),
137 PadStrideInfo(1, 1, 0, 0),
Jenkins52ba29e2018-08-29 15:32:11 +0000[diff] [blame]138 })),
139 framework::dataset::make("DepthMultiplier", { 1,
140 1,
141 1,
142 3,
143 1,
144 1,
145 1,
146 1,
147 1,
Jenkins4ba87db2019-05-23 17:11:51 +0100[diff] [blame]148 1,
149 1,
Jenkins52ba29e2018-08-29 15:32:11 +0000[diff] [blame]150 })),
Jenkins4ba87db2019-05-23 17:11:51 +0100[diff] [blame]151 framework::dataset::make("Dilation", { Size2D(1U, 1U),
152 Size2D(1U, 1U),
153 Size2D(1U, 1U),
154 Size2D(1U, 1U),
155 Size2D(1U, 1U),
156 Size2D(1U, 1U),
157 Size2D(1U, 1U),
158 Size2D(1U, 1U),
159 Size2D(25U, 1U),
160 Size2D(0U, 1U),
161 Size2D(1U, 1U),
162 })),
163 framework::dataset::make("Expected", { false, false, false, false, false, false, false, false, false, false, true })),
164 input_info, weights_info, biases_info, output_info, conv_info, depth_multiplier,dilation, expected)
Anthony Barbier8140e1e2017-12-14 23:48:46 +0000[diff] [blame]165{
Jenkins0e205f72019-11-28 16:53:35 +0000[diff] [blame]166 bool is_valid = bool(NEDepthwiseConvolutionLayer::validate(&input_info.clone()->set_is_resizable(false),
Jenkins4ba87db2019-05-23 17:11:51 +0100[diff] [blame]167 &weights_info.clone()->set_is_resizable(false), &biases_info.clone()->set_is_resizable(false), &output_info.clone()->set_is_resizable(false), conv_info, depth_multiplier, ActivationLayerInfo(), dilation));
Jenkins52ba29e2018-08-29 15:32:11 +0000[diff] [blame]168 ARM_COMPUTE_EXPECT(is_valid == expected, framework::LogLevel::ERRORS);
Anthony Barbier8140e1e2017-12-14 23:48:46 +0000[diff] [blame]169}
170
Jenkins4ba87db2019-05-23 17:11:51 +0100[diff] [blame]171DATA_TEST_CASE(ValidateGeneric, framework::DatasetMode::ALL, zip(zip(zip(zip(zip(zip(zip(
Jenkins0e205f72019-11-28 16:53:35 +0000[diff] [blame]172 framework::dataset::make("InputInfo", { TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::F32), // Mismatching data type input/weights
173 TensorInfo(TensorShape(27U, 13U, 3U), 1, DataType::F32), // Mismatching input feature maps
174 TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::F32), // Mismatching depth multiplier
175 TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::F32), // Invalid biases size
176 TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::F32), // Invalid biases dimensions
177 TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::F32), // Invalid output size
178 TensorInfo(TensorShape(27U, 13U, 8U), 1, DataType::F32), // Patch size bigger than input width
179 TensorInfo(TensorShape(27U, 13U, 8U), 1, DataType::F32), // Dilation < 1
180 TensorInfo(TensorShape(27U, 13U, 8U), 1, DataType::F32), // Window shrinking
181 TensorInfo(TensorShape(32U, 13U, 8U), 1, DataType::QASYMM8), // Window shrinking
Jenkins52ba29e2018-08-29 15:32:11 +0000[diff] [blame]182 }),
183 framework::dataset::make("WeightsInfo", { TensorInfo(TensorShape(3U, 3U, 2U), 1, DataType::F16),
184 TensorInfo(TensorShape(3U, 3U, 2U), 1, DataType::F32),
185 TensorInfo(TensorShape(3U, 3U, 2U), 1, DataType::F32),
186 TensorInfo(TensorShape(3U, 3U, 2U), 1, DataType::F32),
187 TensorInfo(TensorShape(3U, 3U, 2U), 1, DataType::F32),
188 TensorInfo(TensorShape(3U, 3U, 2U), 1, DataType::F32),
189 TensorInfo(TensorShape(3U, 3U, 16U), 1, DataType::F32),
Jenkins4ba87db2019-05-23 17:11:51 +0100[diff] [blame]190 TensorInfo(TensorShape(3U, 3U, 16U), 1, DataType::F32),
191 TensorInfo(TensorShape(3U, 3U, 16U), 1, DataType::F32),
Jenkins52ba29e2018-08-29 15:32:11 +0000[diff] [blame]192 TensorInfo(TensorShape(3U, 3U, 24U), 1, DataType::QASYMM8),
193 })),
194 framework::dataset::make("BiasesInfo", { TensorInfo(TensorShape(2U), 1, DataType::F32),
195 TensorInfo(TensorShape(2U), 1, DataType::F32),
196 TensorInfo(TensorShape(2U), 1, DataType::F32),
197 TensorInfo(TensorShape(4U), 1, DataType::F32),
198 TensorInfo(TensorShape(2U, 2U), 1, DataType::F32),
199 TensorInfo(TensorShape(2U), 1, DataType::F32),
200 TensorInfo(TensorShape(16U), 1, DataType::F32),
Jenkins4ba87db2019-05-23 17:11:51 +0100[diff] [blame]201 TensorInfo(TensorShape(16U), 1, DataType::F32),
202 TensorInfo(TensorShape(16U), 1, DataType::F32),
Jenkins52ba29e2018-08-29 15:32:11 +0000[diff] [blame]203 TensorInfo(TensorShape(24U), 1, DataType::S32),
204 })),
205 framework::dataset::make("OutputInfo", { TensorInfo(TensorShape(25U, 11U, 2U), 1, DataType::F32),
206 TensorInfo(TensorShape(25U, 11U, 2U), 1, DataType::F32),
207 TensorInfo(TensorShape(25U, 11U, 2U), 1, DataType::F32),
208 TensorInfo(TensorShape(25U, 11U, 2U), 1, DataType::F32),
209 TensorInfo(TensorShape(25U, 11U, 2U), 1, DataType::F32),
210 TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::F32),
211 TensorInfo(TensorShape(25U, 11U, 16U), 1, DataType::F32),
Jenkins4ba87db2019-05-23 17:11:51 +0100[diff] [blame]212 TensorInfo(TensorShape(25U, 11U, 16U), 1, DataType::F32),
213 TensorInfo(TensorShape(25U, 11U, 16U), 1, DataType::F32),
Jenkins52ba29e2018-08-29 15:32:11 +0000[diff] [blame]214 TensorInfo(TensorShape(32U, 11U, 24U), 1, DataType::QASYMM8),
215 })),
216 framework::dataset::make("ConvInfo", { PadStrideInfo(1, 1, 0, 0),
217 PadStrideInfo(1, 1, 0, 0),
218 PadStrideInfo(1, 1, 0, 0),
219 PadStrideInfo(1, 1, 0, 0),
220 PadStrideInfo(1, 1, 0, 0),
221 PadStrideInfo(1, 1, 0, 0),
222 PadStrideInfo(1, 1, 0, 0),
Jenkins4ba87db2019-05-23 17:11:51 +0100[diff] [blame]223 PadStrideInfo(1, 1, 0, 0),
224 PadStrideInfo(1, 1, 0, 0),
Jenkins52ba29e2018-08-29 15:32:11 +0000[diff] [blame]225 PadStrideInfo(1, 1, 1, 0),
226 })),
227 framework::dataset::make("DepthMultiplier", { 1,
228 1,
229 3,
230 1,
231 1,
232 1,
233 2,
Jenkins4ba87db2019-05-23 17:11:51 +0100[diff] [blame]234 2,
235 2,
Jenkins52ba29e2018-08-29 15:32:11 +0000[diff] [blame]236 3,
237 })),
Jenkins4ba87db2019-05-23 17:11:51 +0100[diff] [blame]238 framework::dataset::make("Dilation", { Size2D(1U, 1U),
239 Size2D(1U, 1U),
240 Size2D(1U, 1U),
241 Size2D(1U, 1U),
242 Size2D(1U, 1U),
243 Size2D(1U, 1U),
244 Size2D(25U, 1U),
245 Size2D(0U, 1U),
246 Size2D(1U, 1U),
247 Size2D(1U, 1U),
248 })),
Jenkins0e205f72019-11-28 16:53:35 +0000[diff] [blame]249 framework::dataset::make("Expected", { false, false, false, false, false, false,false, false, false, false })),
Jenkins4ba87db2019-05-23 17:11:51 +0100[diff] [blame]250 input_info, weights_info, biases_info, output_info, conv_info, depth_multiplier,dilation, expected)
Jenkins52ba29e2018-08-29 15:32:11 +0000[diff] [blame]251{
Jenkins4ba87db2019-05-23 17:11:51 +0100[diff] [blame]252 bool is_valid = bool(NEDepthwiseConvolutionLayer::validate(&input_info.clone()->set_is_resizable(false), &weights_info.clone()->set_is_resizable(false), &biases_info.clone()->set_is_resizable(false), &output_info.clone()->set_is_resizable(false), conv_info, depth_multiplier, ActivationLayerInfo(), dilation));
Jenkins52ba29e2018-08-29 15:32:11 +0000[diff] [blame]253 ARM_COMPUTE_EXPECT(is_valid == expected, framework::LogLevel::ERRORS);
254}
255// clang-format on
256// *INDENT-ON*
Jenkins0e205f72019-11-28 16:53:35 +0000[diff] [blame]257template <typename T>
258using NEDepthwiseConvolutionLayerFixture = DepthwiseConvolutionLayerValidationFixture<Tensor, Accessor, NEDepthwiseConvolutionLayer, T>;
Jenkins52ba29e2018-08-29 15:32:11 +0000[diff] [blame]259
Anthony Barbier8140e1e2017-12-14 23:48:46 +0000[diff] [blame]260TEST_SUITE(Float)
261TEST_SUITE(F32)
262TEST_SUITE(Generic)
Jenkins4ba87db2019-05-23 17:11:51 +0100[diff] [blame]263FIXTURE_DATA_TEST_CASE(RunSmall, NEDepthwiseConvolutionLayerFixture<float>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(combine(datasets::SmallDepthwiseConvolutionLayerDataset(),
Jenkinsb3a371b2018-05-23 11:36:53 +0100[diff] [blame]264 depth_multipliers),
Anthony Barbier8140e1e2017-12-14 23:48:46 +0000[diff] [blame]265 framework::dataset::make("DataType",
Jenkinsb3a371b2018-05-23 11:36:53 +0100[diff] [blame]266 DataType::F32)),
Jenkins4ba87db2019-05-23 17:11:51 +0100[diff] [blame]267 framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })),
268 ActivationFunctionsDataset))
Anthony Barbier8140e1e2017-12-14 23:48:46 +0000[diff] [blame]269{
270 validate(Accessor(_target), _reference, tolerance_f32);
271}
Jenkins4ba87db2019-05-23 17:11:51 +0100[diff] [blame]272FIXTURE_DATA_TEST_CASE(RunLarge, NEDepthwiseConvolutionLayerFixture<float>, framework::DatasetMode::NIGHTLY, combine(combine(combine(combine(datasets::LargeDepthwiseConvolutionLayerDataset(),
Jenkins975dfe12019-09-02 11:47:54 +0100[diff] [blame]273 large_depth_multipliers),
Anthony Barbier8140e1e2017-12-14 23:48:46 +0000[diff] [blame]274 framework::dataset::make("DataType",
Jenkinsb3a371b2018-05-23 11:36:53 +0100[diff] [blame]275 DataType::F32)),
Jenkins4ba87db2019-05-23 17:11:51 +0100[diff] [blame]276 framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })),
277 ActivationFunctionsDataset))
Anthony Barbier8140e1e2017-12-14 23:48:46 +0000[diff] [blame]278{
279 validate(Accessor(_target), _reference, tolerance_f32);
280}
Jenkins4ba87db2019-05-23 17:11:51 +0100[diff] [blame]281
282TEST_SUITE(Dilation)
Jenkins36ccc902020-02-21 11:10:48 +0000[diff] [blame]283FIXTURE_DATA_TEST_CASE(RunSmall, NEDepthwiseConvolutionLayerFixture<float>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(combine(datasets::SmallDepthwiseDilatedConvolutionLayerDataset(),
284 depth_multipliers),
285 framework::dataset::make("DataType",
286 DataType::F32)),
287 framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })),
288 ActivationFunctionsDataset))
Jenkins4ba87db2019-05-23 17:11:51 +0100[diff] [blame]289{
290 validate(Accessor(_target), _reference, tolerance_f32);
291}
292FIXTURE_DATA_TEST_CASE(RunLarge, NEDepthwiseConvolutionLayerFixture<float>, framework::DatasetMode::NIGHTLY, combine(combine(combine(combine(datasets::LargeDepthwiseDilatedConvolutionLayerDataset(),
Jenkins975dfe12019-09-02 11:47:54 +0100[diff] [blame]293 large_depth_multipliers),
Jenkins4ba87db2019-05-23 17:11:51 +0100[diff] [blame]294 framework::dataset::make("DataType",
295 DataType::F32)),
296 framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })),
297 ActivationFunctionsDataset))
298{
299 validate(Accessor(_target), _reference, tolerance_f32);
300}
301TEST_SUITE_END() // Dilation
Jenkinsb9abeae2018-11-22 11:58:08 +0000[diff] [blame]302TEST_SUITE_END() // Generic
Anthony Barbier8140e1e2017-12-14 23:48:46 +0000[diff] [blame]303
Jenkins975dfe12019-09-02 11:47:54 +0100[diff] [blame]304TEST_SUITE(W3x3)
Jenkins36ccc902020-02-21 11:10:48 +0000[diff] [blame]305FIXTURE_DATA_TEST_CASE(RunSmall, NEDepthwiseConvolutionLayerFixture<float>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(combine(datasets::SmallDepthwiseConvolutionLayerDataset3x3(),
306 depth_multipliers),
307 framework::dataset::make("DataType",
308 DataType::F32)),
309 framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })),
310 ActivationFunctionsDataset))
Anthony Barbier8140e1e2017-12-14 23:48:46 +0000[diff] [blame]311{
312 validate(Accessor(_target), _reference, tolerance_f32);
313}
Jenkins0e205f72019-11-28 16:53:35 +0000[diff] [blame]314FIXTURE_DATA_TEST_CASE(RunLarge, NEDepthwiseConvolutionLayerFixture<float>, framework::DatasetMode::NIGHTLY,
Jenkins975dfe12019-09-02 11:47:54 +0100[diff] [blame]315 combine(combine(combine(combine(datasets::LargeDepthwiseConvolutionLayerDataset3x3(),
316 large_depth_multipliers),
317 framework::dataset::make("DataType",
318 DataType::F32)),
319 framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })),
320 ActivationFunctionsDataset))
Anthony Barbier8140e1e2017-12-14 23:48:46 +0000[diff] [blame]321{
322 validate(Accessor(_target), _reference, tolerance_f32);
323}
Jenkins4ba87db2019-05-23 17:11:51 +0100[diff] [blame]324TEST_SUITE(Dilation)
Jenkins36ccc902020-02-21 11:10:48 +0000[diff] [blame]325FIXTURE_DATA_TEST_CASE(RunSmall, NEDepthwiseConvolutionLayerFixture<float>, framework::DatasetMode::PRECOMMIT,
Jenkins975dfe12019-09-02 11:47:54 +0100[diff] [blame]326 combine(combine(combine(combine(datasets::SmallDepthwiseDilatedConvolutionLayerDataset3x3(),
327 depth_multipliers),
328 framework::dataset::make("DataType",
329 DataType::F32)),
330 framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })),
331 ActivationFunctionsDataset))
Jenkins4ba87db2019-05-23 17:11:51 +0100[diff] [blame]332{
333 validate(Accessor(_target), _reference, tolerance_f32);
334}
Jenkins0e205f72019-11-28 16:53:35 +0000[diff] [blame]335FIXTURE_DATA_TEST_CASE(RunLarge, NEDepthwiseConvolutionLayerFixture<float>, framework::DatasetMode::NIGHTLY,
Jenkins4ba87db2019-05-23 17:11:51 +0100[diff] [blame]336 combine(combine(combine(combine(datasets::LargeDepthwiseDilatedConvolutionLayerDataset3x3(),
Jenkins975dfe12019-09-02 11:47:54 +0100[diff] [blame]337 large_depth_multipliers),
Jenkins4ba87db2019-05-23 17:11:51 +0100[diff] [blame]338 framework::dataset::make("DataType",
339 DataType::F32)),
340 framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })),
341 ActivationFunctionsDataset))
342{
343 validate(Accessor(_target), _reference, tolerance_f32);
344}
345
346TEST_SUITE_END() // Dilation
Jenkins975dfe12019-09-02 11:47:54 +0100[diff] [blame]347TEST_SUITE_END() // W3x3
Jenkins4ba87db2019-05-23 17:11:51 +0100[diff] [blame]348
Jenkins975dfe12019-09-02 11:47:54 +0100[diff] [blame]349TEST_SUITE(Optimized)
Jenkins0e205f72019-11-28 16:53:35 +0000[diff] [blame]350FIXTURE_DATA_TEST_CASE(RunSmall3x3, NEDepthwiseConvolutionLayerFixture<float>, framework::DatasetMode::PRECOMMIT,
Jenkins4ba87db2019-05-23 17:11:51 +0100[diff] [blame]351 combine(combine(combine(combine(datasets::SmallOptimizedDepthwiseConvolutionLayerDataset3x3(),
352 framework::dataset::make("DepthMultiplier", 1)),
353 framework::dataset::make("DataType",
354 DataType::F32)),
355 framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })),
356 ActivationFunctionsDataset))
Jenkins514be652019-02-28 12:25:18 +0000[diff] [blame]357{
358 validate(Accessor(_target), _reference, tolerance_f32);
359}
Jenkins0e205f72019-11-28 16:53:35 +0000[diff] [blame]360FIXTURE_DATA_TEST_CASE(RunSmall5x5, NEDepthwiseConvolutionLayerFixture<float>, framework::DatasetMode::PRECOMMIT,
Jenkins975dfe12019-09-02 11:47:54 +0100[diff] [blame]361 combine(combine(combine(combine(datasets::SmallOptimizedDepthwiseConvolutionLayerDataset5x5(),
362 framework::dataset::make("DepthMultiplier", 1)),
363 framework::dataset::make("DataType",
364 DataType::F32)),
365 framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })),
366 ActivationFunctionsDataset))
367{
368 validate(Accessor(_target), _reference, tolerance_f32);
369}
Jenkins0e205f72019-11-28 16:53:35 +0000[diff] [blame]370FIXTURE_DATA_TEST_CASE(RunLarge3x3, NEDepthwiseConvolutionLayerFixture<float>, framework::DatasetMode::NIGHTLY,
Jenkins4ba87db2019-05-23 17:11:51 +0100[diff] [blame]371 combine(combine(combine(combine(datasets::LargeOptimizedDepthwiseConvolutionLayerDataset3x3(),
372 framework::dataset::make("DepthMultiplier", 1)),
373 framework::dataset::make("DataType",
374 DataType::F32)),
375 framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })),
376 ActivationFunctionsDataset))
Anthony Barbier06ea0482018-02-22 15:45:35 +0000[diff] [blame]377{
378 validate(Accessor(_target), _reference, tolerance_f32);
379}
Jenkins975dfe12019-09-02 11:47:54 +0100[diff] [blame]380TEST_SUITE_END() // Optimized
Jenkinsb9abeae2018-11-22 11:58:08 +0000[diff] [blame]381TEST_SUITE_END() // F32
Anthony Barbier8140e1e2017-12-14 23:48:46 +0000[diff] [blame]382
Jenkinsb9abeae2018-11-22 11:58:08 +0000[diff] [blame]383#ifdef __ARM_FEATURE_FP16_VECTOR_ARITHMETIC
384TEST_SUITE(F16)
Jenkins514be652019-02-28 12:25:18 +0000[diff] [blame]385TEST_SUITE(Generic)
Jenkins4ba87db2019-05-23 17:11:51 +0100[diff] [blame]386FIXTURE_DATA_TEST_CASE(RunSmall, NEDepthwiseConvolutionLayerFixture<half>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(combine(datasets::SmallDepthwiseConvolutionLayerDataset(),
Jenkins514be652019-02-28 12:25:18 +0000[diff] [blame]387 depth_multipliers),
388 framework::dataset::make("DataType",
389 DataType::F16)),
Jenkins4ba87db2019-05-23 17:11:51 +0100[diff] [blame]390 framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })),
391 ActivationFunctionsDataset))
Jenkins514be652019-02-28 12:25:18 +0000[diff] [blame]392{
393 validate(Accessor(_target), _reference, tolerance_f16, tolerance_num);
394}
Jenkins4ba87db2019-05-23 17:11:51 +0100[diff] [blame]395FIXTURE_DATA_TEST_CASE(RunLarge, NEDepthwiseConvolutionLayerFixture<half>, framework::DatasetMode::NIGHTLY, combine(combine(combine(combine(datasets::LargeDepthwiseConvolutionLayerDataset(),
Jenkins975dfe12019-09-02 11:47:54 +0100[diff] [blame]396 large_depth_multipliers),
Jenkins514be652019-02-28 12:25:18 +0000[diff] [blame]397 framework::dataset::make("DataType",
398 DataType::F16)),
Jenkins4ba87db2019-05-23 17:11:51 +0100[diff] [blame]399 framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })),
400 ActivationFunctionsDataset))
Jenkins514be652019-02-28 12:25:18 +0000[diff] [blame]401{
402 validate(Accessor(_target), _reference, tolerance_f16, tolerance_num);
403}
Jenkins4ba87db2019-05-23 17:11:51 +0100[diff] [blame]404
405TEST_SUITE(Dilation)
Jenkins36ccc902020-02-21 11:10:48 +0000[diff] [blame]406FIXTURE_DATA_TEST_CASE(RunSmall, NEDepthwiseConvolutionLayerFixture<half>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(combine(datasets::SmallDepthwiseDilatedConvolutionLayerDataset(),
407 depth_multipliers),
408 framework::dataset::make("DataType",
409 DataType::F16)),
410 framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })),
411 ActivationFunctionsDataset))
Jenkins4ba87db2019-05-23 17:11:51 +0100[diff] [blame]412{
413 validate(Accessor(_target), _reference, tolerance_f16, tolerance_num);
414}
415FIXTURE_DATA_TEST_CASE(RunLarge, NEDepthwiseConvolutionLayerFixture<half>, framework::DatasetMode::NIGHTLY, combine(combine(combine(combine(datasets::LargeDepthwiseDilatedConvolutionLayerDataset(),
Jenkins975dfe12019-09-02 11:47:54 +0100[diff] [blame]416 large_depth_multipliers),
Jenkins4ba87db2019-05-23 17:11:51 +0100[diff] [blame]417 framework::dataset::make("DataType",
418 DataType::F16)),
419 framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })),
420 ActivationFunctionsDataset))
421{
422 validate(Accessor(_target), _reference, tolerance_f16, tolerance_num);
423}
424TEST_SUITE_END() // Dilation
425
Jenkins514be652019-02-28 12:25:18 +0000[diff] [blame]426TEST_SUITE_END() // Generic
Jenkinsb9abeae2018-11-22 11:58:08 +0000[diff] [blame]427template <typename T>
Jenkins0e205f72019-11-28 16:53:35 +0000[diff] [blame]428using NEDepthwiseConvolutionLayerFixture = DepthwiseConvolutionLayerValidationFixture<Tensor, Accessor, NEDepthwiseConvolutionLayer, T>;
Jenkins975dfe12019-09-02 11:47:54 +0100[diff] [blame]429TEST_SUITE(W3x3)
Jenkins36ccc902020-02-21 11:10:48 +0000[diff] [blame]430FIXTURE_DATA_TEST_CASE(RunSmall, NEDepthwiseConvolutionLayerFixture<half>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(combine(datasets::SmallDepthwiseConvolutionLayerDataset3x3(),
431 depth_multipliers),
432 framework::dataset::make("DataType",
433 DataType::F16)),
434 framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })),
435 ActivationFunctionsDataset))
Jenkinsb9abeae2018-11-22 11:58:08 +0000[diff] [blame]436{
437 validate(Accessor(_target), _reference, tolerance_f16);
438}
Jenkins0e205f72019-11-28 16:53:35 +0000[diff] [blame]439FIXTURE_DATA_TEST_CASE(RunLarge, NEDepthwiseConvolutionLayerFixture<half>, framework::DatasetMode::NIGHTLY,
Jenkins975dfe12019-09-02 11:47:54 +0100[diff] [blame]440 combine(combine(combine(combine(datasets::LargeDepthwiseConvolutionLayerDataset3x3(),
441 large_depth_multipliers),
442 framework::dataset::make("DataType",
443 DataType::F16)),
444 framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })),
445 ActivationFunctionsDataset))
Jenkinsb9abeae2018-11-22 11:58:08 +0000[diff] [blame]446{
447 validate(Accessor(_target), _reference, tolerance_f16);
448}
Jenkins4ba87db2019-05-23 17:11:51 +0100[diff] [blame]449
450TEST_SUITE(Dilation)
451
Jenkins36ccc902020-02-21 11:10:48 +0000[diff] [blame]452FIXTURE_DATA_TEST_CASE(RunSmall, NEDepthwiseConvolutionLayerFixture<half>, framework::DatasetMode::PRECOMMIT,
Jenkins975dfe12019-09-02 11:47:54 +0100[diff] [blame]453 combine(combine(combine(combine(datasets::SmallDepthwiseDilatedConvolutionLayerDataset3x3(),
454 depth_multipliers),
455 framework::dataset::make("DataType",
456 DataType::F16)),
457 framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })),
458 ActivationFunctionsDataset))
Jenkins4ba87db2019-05-23 17:11:51 +0100[diff] [blame]459{
460 validate(Accessor(_target), _reference, tolerance_f16);
461}
Jenkins0e205f72019-11-28 16:53:35 +0000[diff] [blame]462FIXTURE_DATA_TEST_CASE(RunLarge, NEDepthwiseConvolutionLayerFixture<half>, framework::DatasetMode::NIGHTLY,
Jenkins4ba87db2019-05-23 17:11:51 +0100[diff] [blame]463 combine(combine(combine(combine(datasets::LargeDepthwiseDilatedConvolutionLayerDataset3x3(),
Jenkins975dfe12019-09-02 11:47:54 +0100[diff] [blame]464 large_depth_multipliers),
Jenkins4ba87db2019-05-23 17:11:51 +0100[diff] [blame]465 framework::dataset::make("DataType",
466 DataType::F16)),
467 framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })),
468 ActivationFunctionsDataset))
469{
470 validate(Accessor(_target), _reference, tolerance_f16);
471}
472
473TEST_SUITE_END() // Dilation
Jenkins975dfe12019-09-02 11:47:54 +0100[diff] [blame]474TEST_SUITE_END() // W3x3
Jenkins4ba87db2019-05-23 17:11:51 +0100[diff] [blame]475
Jenkins975dfe12019-09-02 11:47:54 +0100[diff] [blame]476TEST_SUITE(Optimized)
Jenkins0e205f72019-11-28 16:53:35 +0000[diff] [blame]477FIXTURE_DATA_TEST_CASE(RunSmallW3x3, NEDepthwiseConvolutionLayerFixture<half>, framework::DatasetMode::PRECOMMIT,
Jenkins4ba87db2019-05-23 17:11:51 +0100[diff] [blame]478 combine(combine(combine(combine(datasets::SmallOptimizedDepthwiseConvolutionLayerDataset3x3(),
479 framework::dataset::make("DepthMultiplier", 1)),
480 framework::dataset::make("DataType",
481 DataType::F16)),
482 framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })),
483 ActivationFunctionsDataset))
Jenkins514be652019-02-28 12:25:18 +0000[diff] [blame]484{
485 validate(Accessor(_target), _reference, tolerance_f16);
486}
Jenkins0e205f72019-11-28 16:53:35 +0000[diff] [blame]487FIXTURE_DATA_TEST_CASE(RunSmallW5x5, NEDepthwiseConvolutionLayerFixture<half>, framework::DatasetMode::PRECOMMIT,
Jenkins975dfe12019-09-02 11:47:54 +0100[diff] [blame]488 combine(combine(combine(combine(datasets::SmallOptimizedDepthwiseConvolutionLayerDataset5x5(),
489 framework::dataset::make("DepthMultiplier", 1)),
490 framework::dataset::make("DataType",
491 DataType::F16)),
492 framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })),
493 ActivationFunctionsDataset))
494{
495 validate(Accessor(_target), _reference, tolerance_f16);
496}
Jenkins0e205f72019-11-28 16:53:35 +0000[diff] [blame]497FIXTURE_DATA_TEST_CASE(RunLargeW3x3, NEDepthwiseConvolutionLayerFixture<half>, framework::DatasetMode::NIGHTLY,
Jenkins4ba87db2019-05-23 17:11:51 +0100[diff] [blame]498 combine(combine(combine(combine(datasets::LargeOptimizedDepthwiseConvolutionLayerDataset3x3(),
499 framework::dataset::make("DepthMultiplier", 1)),
500 framework::dataset::make("DataType",
501 DataType::F16)),
502 framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })),
503 ActivationFunctionsDataset))
Jenkinsb9abeae2018-11-22 11:58:08 +0000[diff] [blame]504{
505 validate(Accessor(_target), _reference, tolerance_f16);
506}
Jenkins975dfe12019-09-02 11:47:54 +0100[diff] [blame]507TEST_SUITE_END() // Optimized
Jenkinsb9abeae2018-11-22 11:58:08 +0000[diff] [blame]508TEST_SUITE_END() // FP16
509#endif // __ARM_FEATURE_FP16_VECTOR_ARITHMETIC
510
511TEST_SUITE_END() // Float
Anthony Barbierf45d5a92018-01-24 16:23:15 +0000[diff] [blame]512
513template <typename T>
Jenkins0e205f72019-11-28 16:53:35 +0000[diff] [blame]514using NEDepthwiseConvolutionLayerQuantizedFixtureOptimized = DepthwiseConvolutionLayerValidationQuantizedFixture<Tensor, Accessor, NEDepthwiseConvolutionLayer, T>;
Anthony Barbier06ea0482018-02-22 15:45:35 +0000[diff] [blame]515template <typename T>
Jenkins0e205f72019-11-28 16:53:35 +0000[diff] [blame]516using NEDepthwiseConvolutionLayerQuantizedFixture = DepthwiseConvolutionLayerValidationQuantizedFixture<Tensor, Accessor, NEDepthwiseConvolutionLayer, T>;
517using NEDepthwiseConvolutionLayerQuantizedSymmetricPerChannelFixture = DepthwiseConvolutionLayerValidationQuantizedPerChannelFixture<Tensor, Accessor, NEDepthwiseConvolutionLayer, uint8_t, int8_t>;
Anthony Barbierf45d5a92018-01-24 16:23:15 +0000[diff] [blame]518
519TEST_SUITE(Quantized)
520TEST_SUITE(QASYMM8)
Anthony Barbier06ea0482018-02-22 15:45:35 +0000[diff] [blame]521TEST_SUITE(Generic)
Jenkinsb3a371b2018-05-23 11:36:53 +0100[diff] [blame]522FIXTURE_DATA_TEST_CASE(RunSmall, NEDepthwiseConvolutionLayerQuantizedFixture<uint8_t>, framework::DatasetMode::PRECOMMIT,
Jenkins975dfe12019-09-02 11:47:54 +0100[diff] [blame]523 combine(combine(combine(combine(combine(combine(datasets::SmallDepthwiseConvolutionLayerDataset(),
524 depth_multipliers),
525 framework::dataset::make("DataType", DataType::QASYMM8)),
Jenkins36ccc902020-02-21 11:10:48 +0000[diff] [blame]526 input_qinfo_dataset),
Jenkins975dfe12019-09-02 11:47:54 +0100[diff] [blame]527 framework::dataset::make("DstQuantizationInfo", { QuantizationInfo(0.5f, 4) })),
Jenkins36ccc902020-02-21 11:10:48 +0000[diff] [blame]528 framework::dataset::make("DataLayout", { DataLayout::NHWC })),
Jenkins4ba87db2019-05-23 17:11:51 +0100[diff] [blame]529 ActivationFunctionsDataset))
Anthony Barbier06ea0482018-02-22 15:45:35 +0000[diff] [blame]530{
531 validate(Accessor(_target), _reference, tolerance_qasymm8);
532}
Jenkins4ba87db2019-05-23 17:11:51 +0100[diff] [blame]533
534TEST_SUITE(Dilation)
535FIXTURE_DATA_TEST_CASE(RunSmall, NEDepthwiseConvolutionLayerQuantizedFixture<uint8_t>, framework::DatasetMode::PRECOMMIT,
Jenkins975dfe12019-09-02 11:47:54 +0100[diff] [blame]536 combine(combine(combine(combine(combine(combine(datasets::SmallDepthwiseDilatedConvolutionLayerDataset(),
537 depth_multipliers),
538 framework::dataset::make("DataType", DataType::QASYMM8)),
Jenkins36ccc902020-02-21 11:10:48 +0000[diff] [blame]539 input_qinfo_dataset),
Jenkins975dfe12019-09-02 11:47:54 +0100[diff] [blame]540 framework::dataset::make("DstQuantizationInfo", { QuantizationInfo(0.8f, 1) })),
Jenkins36ccc902020-02-21 11:10:48 +0000[diff] [blame]541 framework::dataset::make("DataLayout", { DataLayout::NHWC })),
Jenkins4ba87db2019-05-23 17:11:51 +0100[diff] [blame]542 ActivationFunctionsDataset))
543{
544 validate(Accessor(_target), _reference, tolerance_qasymm8);
545}
546FIXTURE_DATA_TEST_CASE(RunLarge, NEDepthwiseConvolutionLayerQuantizedFixture<uint8_t>, framework::DatasetMode::NIGHTLY,
Jenkins975dfe12019-09-02 11:47:54 +0100[diff] [blame]547 combine(combine(combine(combine(combine(combine(datasets::LargeDepthwiseDilatedConvolutionLayerDataset(),
548 large_depth_multipliers),
549 framework::dataset::make("DataType", DataType::QASYMM8)),
Jenkins36ccc902020-02-21 11:10:48 +0000[diff] [blame]550 input_qinfo_dataset),
Jenkins975dfe12019-09-02 11:47:54 +0100[diff] [blame]551 framework::dataset::make("DstQuantizationInfo", { QuantizationInfo(0.9f, 11) })),
Jenkins36ccc902020-02-21 11:10:48 +0000[diff] [blame]552 framework::dataset::make("DataLayout", { DataLayout::NHWC })),
Jenkins4ba87db2019-05-23 17:11:51 +0100[diff] [blame]553 ActivationFunctionsDataset))
554{
555 validate(Accessor(_target), _reference, tolerance_qasymm8);
556}
Jenkins975dfe12019-09-02 11:47:54 +0100[diff] [blame]557TEST_SUITE_END() // Dilation
Jenkins514be652019-02-28 12:25:18 +0000[diff] [blame]558TEST_SUITE_END() // Generic
Anthony Barbierf45d5a92018-01-24 16:23:15 +0000[diff] [blame]559TEST_SUITE(W3x3)
Jenkins975dfe12019-09-02 11:47:54 +0100[diff] [blame]560FIXTURE_DATA_TEST_CASE(RunSmall, NEDepthwiseConvolutionLayerQuantizedFixtureOptimized<uint8_t>, framework::DatasetMode::PRECOMMIT,
561 combine(combine(combine(combine(combine(combine(datasets::SmallDepthwiseConvolutionLayerDataset3x3(), depth_multipliers),
562 framework::dataset::make("DataType", DataType::QASYMM8)),
Jenkins36ccc902020-02-21 11:10:48 +0000[diff] [blame]563 input_qinfo_dataset),
Jenkins975dfe12019-09-02 11:47:54 +0100[diff] [blame]564 framework::dataset::make("DstQuantizationInfo", { QuantizationInfo(0.5f, 10) })),
Jenkins36ccc902020-02-21 11:10:48 +0000[diff] [blame]565 framework::dataset::make("DataLayout", { DataLayout::NHWC })),
Jenkins4ba87db2019-05-23 17:11:51 +0100[diff] [blame]566 ActivationFunctionsDataset))
Anthony Barbierf45d5a92018-01-24 16:23:15 +0000[diff] [blame]567{
568 validate(Accessor(_target), _reference, tolerance_qasymm8);
569}
Jenkins975dfe12019-09-02 11:47:54 +0100[diff] [blame]570FIXTURE_DATA_TEST_CASE(RunLarge, NEDepthwiseConvolutionLayerQuantizedFixtureOptimized<uint8_t>, framework::DatasetMode::NIGHTLY,
571 combine(combine(combine(combine(combine(combine(datasets::LargeDepthwiseConvolutionLayerDataset3x3(),
572 large_depth_multipliers),
573 framework::dataset::make("DataType", DataType::QASYMM8)),
Jenkins36ccc902020-02-21 11:10:48 +0000[diff] [blame]574 input_qinfo_dataset),
Jenkins975dfe12019-09-02 11:47:54 +0100[diff] [blame]575 framework::dataset::make("DstQuantizationInfo", { QuantizationInfo(0.5f, 10) })),
Jenkins36ccc902020-02-21 11:10:48 +0000[diff] [blame]576 framework::dataset::make("DataLayout", { DataLayout::NHWC })),
Jenkins4ba87db2019-05-23 17:11:51 +0100[diff] [blame]577 ActivationFunctionsDataset))
Anthony Barbierf45d5a92018-01-24 16:23:15 +0000[diff] [blame]578{
579 validate(Accessor(_target), _reference, tolerance_qasymm8);
580}
Jenkins4ba87db2019-05-23 17:11:51 +0100[diff] [blame]581
582TEST_SUITE(Dilation)
583
Jenkins975dfe12019-09-02 11:47:54 +0100[diff] [blame]584FIXTURE_DATA_TEST_CASE(RunSmall, NEDepthwiseConvolutionLayerQuantizedFixtureOptimized<uint8_t>, framework::DatasetMode::PRECOMMIT,
585 combine(combine(combine(combine(combine(combine(datasets::SmallDepthwiseDilatedConvolutionLayerDataset3x3(), depth_multipliers),
586 framework::dataset::make("DataType", DataType::QASYMM8)),
Jenkins36ccc902020-02-21 11:10:48 +0000[diff] [blame]587 input_qinfo_dataset),
Jenkins975dfe12019-09-02 11:47:54 +0100[diff] [blame]588 framework::dataset::make("DstQuantizationInfo", { QuantizationInfo(0.7f, 10) })),
Jenkins36ccc902020-02-21 11:10:48 +0000[diff] [blame]589 framework::dataset::make("DataLayout", { DataLayout::NHWC })),
Jenkins4ba87db2019-05-23 17:11:51 +0100[diff] [blame]590 ActivationFunctionsDataset))
591{
592 validate(Accessor(_target), _reference, tolerance_qasymm8);
593}
Jenkins975dfe12019-09-02 11:47:54 +0100[diff] [blame]594FIXTURE_DATA_TEST_CASE(RunLarge, NEDepthwiseConvolutionLayerQuantizedFixtureOptimized<uint8_t>, framework::DatasetMode::NIGHTLY,
595 combine(combine(combine(combine(combine(combine(datasets::LargeDepthwiseDilatedConvolutionLayerDataset3x3(),
596 large_depth_multipliers),
597 framework::dataset::make("DataType", DataType::QASYMM8)),
Jenkins36ccc902020-02-21 11:10:48 +0000[diff] [blame]598 input_qinfo_dataset),
Jenkins975dfe12019-09-02 11:47:54 +0100[diff] [blame]599 framework::dataset::make("DstQuantizationInfo", { QuantizationInfo(0.5f, 10) })),
Jenkins36ccc902020-02-21 11:10:48 +0000[diff] [blame]600 framework::dataset::make("DataLayout", { DataLayout::NHWC })),
Jenkins4ba87db2019-05-23 17:11:51 +0100[diff] [blame]601 ActivationFunctionsDataset))
602{
603 validate(Accessor(_target), _reference, tolerance_qasymm8);
604}
605TEST_SUITE_END() // Dilation
Jenkins514be652019-02-28 12:25:18 +0000[diff] [blame]606TEST_SUITE_END() // W3x3
Jenkins975dfe12019-09-02 11:47:54 +0100[diff] [blame]607
608TEST_SUITE(Optimized)
609FIXTURE_DATA_TEST_CASE(RunSmall3x3, NEDepthwiseConvolutionLayerQuantizedFixtureOptimized<uint8_t>, framework::DatasetMode::PRECOMMIT,
610 combine(combine(combine(combine(combine(combine(datasets::SmallOptimizedDepthwiseConvolutionLayerDataset3x3(),
611 framework::dataset::make("DepthMultiplier", 1)),
612 framework::dataset::make("DataType",
613 DataType::QASYMM8)),
Jenkins36ccc902020-02-21 11:10:48 +0000[diff] [blame]614 input_qinfo_dataset),
Jenkins975dfe12019-09-02 11:47:54 +0100[diff] [blame]615 framework::dataset::make("DstQuantizationInfo", { QuantizationInfo(0.5f, 10) })),
Jenkins36ccc902020-02-21 11:10:48 +0000[diff] [blame]616 framework::dataset::make("DataLayout", { DataLayout::NHWC })),
Jenkins975dfe12019-09-02 11:47:54 +0100[diff] [blame]617 ActivationFunctionsDataset))
618{
619 validate(Accessor(_target), _reference, tolerance_qasymm8);
620}
621FIXTURE_DATA_TEST_CASE(RunSmall5x5, NEDepthwiseConvolutionLayerQuantizedFixtureOptimized<uint8_t>, framework::DatasetMode::PRECOMMIT,
622 combine(combine(combine(combine(combine(combine(datasets::SmallOptimizedDepthwiseConvolutionLayerDataset5x5(),
623 framework::dataset::make("DepthMultiplier", 1)),
624 framework::dataset::make("DataType",
625 DataType::QASYMM8)),
Jenkins36ccc902020-02-21 11:10:48 +0000[diff] [blame]626 input_qinfo_dataset),
Jenkins975dfe12019-09-02 11:47:54 +0100[diff] [blame]627 framework::dataset::make("DstQuantizationInfo", { QuantizationInfo(0.5f, 10) })),
Jenkins36ccc902020-02-21 11:10:48 +0000[diff] [blame]628 framework::dataset::make("DataLayout", { DataLayout::NHWC })),
Jenkins975dfe12019-09-02 11:47:54 +0100[diff] [blame]629 ActivationFunctionsDataset))
630{
631 validate(Accessor(_target), _reference, tolerance_qasymm8);
632}
633FIXTURE_DATA_TEST_CASE(RunLarge3x3, NEDepthwiseConvolutionLayerQuantizedFixtureOptimized<uint8_t>, framework::DatasetMode::NIGHTLY,
634 combine(combine(combine(combine(combine(combine(datasets::LargeOptimizedDepthwiseConvolutionLayerDataset3x3(),
635 framework::dataset::make("DepthMultiplier", 1)),
636 framework::dataset::make("DataType",
637 DataType::QASYMM8)),
Jenkins36ccc902020-02-21 11:10:48 +0000[diff] [blame]638 input_qinfo_dataset),
Jenkins975dfe12019-09-02 11:47:54 +0100[diff] [blame]639 framework::dataset::make("DstQuantizationInfo", { QuantizationInfo(0.5f, 10) })),
Jenkins36ccc902020-02-21 11:10:48 +0000[diff] [blame]640 framework::dataset::make("DataLayout", { DataLayout::NHWC })),
Jenkins975dfe12019-09-02 11:47:54 +0100[diff] [blame]641 ActivationFunctionsDataset))
642{
643 validate(Accessor(_target), _reference, tolerance_qasymm8);
644}
645TEST_SUITE_END() // Optimized
Jenkins514be652019-02-28 12:25:18 +0000[diff] [blame]646TEST_SUITE_END() // QASYMM8
Jenkins36ccc902020-02-21 11:10:48 +0000[diff] [blame]647
648TEST_SUITE(QASYMM8_SIGNED)
649TEST_SUITE(Generic)
650FIXTURE_DATA_TEST_CASE(RunSmall, NEDepthwiseConvolutionLayerQuantizedFixture<int8_t>, framework::DatasetMode::PRECOMMIT,
651 combine(combine(combine(combine(combine(combine(datasets::SmallDepthwiseConvolutionLayerDataset(),
652 depth_multipliers),
653 framework::dataset::make("DataType", DataType::QASYMM8_SIGNED)),
654 input_qinfo_dataset),
655 framework::dataset::make("DstQuantizationInfo", { QuantizationInfo(0.5f, 4) })),
656 framework::dataset::make("DataLayout", { DataLayout::NCHW })),
657 ActivationFunctionsDataset))
658{
659 validate(Accessor(_target), _reference, tolerance_qasymm8);
660}
661
662TEST_SUITE(Dilation)
663FIXTURE_DATA_TEST_CASE(RunSmall, NEDepthwiseConvolutionLayerQuantizedFixture<int8_t>, framework::DatasetMode::PRECOMMIT,
664 combine(combine(combine(combine(combine(combine(datasets::SmallDepthwiseDilatedConvolutionLayerDataset(),
665 depth_multipliers),
666 framework::dataset::make("DataType", DataType::QASYMM8_SIGNED)),
667 input_qinfo_dataset),
668 framework::dataset::make("DstQuantizationInfo", { QuantizationInfo(0.8f, 1) })),
669 framework::dataset::make("DataLayout", { DataLayout::NCHW })),
670 ActivationFunctionsDataset))
671{
672 validate(Accessor(_target), _reference, tolerance_qasymm8);
673}
674FIXTURE_DATA_TEST_CASE(RunLarge, NEDepthwiseConvolutionLayerQuantizedFixture<int8_t>, framework::DatasetMode::NIGHTLY,
675 combine(combine(combine(combine(combine(combine(datasets::LargeDepthwiseDilatedConvolutionLayerDataset(),
676 large_depth_multipliers),
677 framework::dataset::make("DataType", DataType::QASYMM8_SIGNED)),
678 input_qinfo_dataset),
679 framework::dataset::make("DstQuantizationInfo", { QuantizationInfo(0.9f, 11) })),
680 framework::dataset::make("DataLayout", { DataLayout::NCHW })),
681 ActivationFunctionsDataset))
682{
683 validate(Accessor(_target), _reference, tolerance_qasymm8);
684}
685TEST_SUITE_END() // Dilation
686TEST_SUITE_END() // Generic
687
688TEST_SUITE(W3x3)
689FIXTURE_DATA_TEST_CASE(RunSmall, NEDepthwiseConvolutionLayerQuantizedFixtureOptimized<int8_t>, framework::DatasetMode::PRECOMMIT,
690 combine(combine(combine(combine(combine(combine(datasets::SmallDepthwiseConvolutionLayerDataset3x3(), depth_multipliers),
691 framework::dataset::make("DataType", DataType::QASYMM8_SIGNED)),
692 input_qinfo_dataset),
693 framework::dataset::make("DstQuantizationInfo", { QuantizationInfo(0.5f, 10) })),
694 framework::dataset::make("DataLayout", { DataLayout::NCHW })),
695 ActivationFunctionsDataset))
696{
697 validate(Accessor(_target), _reference, tolerance_qasymm8);
698}
699FIXTURE_DATA_TEST_CASE(RunLarge, NEDepthwiseConvolutionLayerQuantizedFixtureOptimized<int8_t>, framework::DatasetMode::NIGHTLY,
700 combine(combine(combine(combine(combine(combine(datasets::LargeDepthwiseConvolutionLayerDataset3x3(),
701 large_depth_multipliers),
702 framework::dataset::make("DataType", DataType::QASYMM8_SIGNED)),
703 input_qinfo_dataset),
704 framework::dataset::make("DstQuantizationInfo", { QuantizationInfo(0.5f, 10) })),
705 framework::dataset::make("DataLayout", { DataLayout::NCHW })),
706 ActivationFunctionsDataset))
707{
708 validate(Accessor(_target), _reference, tolerance_qasymm8);
709}
710
711TEST_SUITE(Dilation)
712FIXTURE_DATA_TEST_CASE(RunSmall, NEDepthwiseConvolutionLayerQuantizedFixtureOptimized<int8_t>, framework::DatasetMode::PRECOMMIT,
713 combine(combine(combine(combine(combine(combine(datasets::SmallDepthwiseDilatedConvolutionLayerDataset3x3(), depth_multipliers),
714 framework::dataset::make("DataType", DataType::QASYMM8_SIGNED)),
715 input_qinfo_dataset),
716 framework::dataset::make("DstQuantizationInfo", { QuantizationInfo(0.7f, 10) })),
717 framework::dataset::make("DataLayout", { DataLayout::NCHW })),
718 ActivationFunctionsDataset))
719{
720 validate(Accessor(_target), _reference, tolerance_qasymm8);
721}
722FIXTURE_DATA_TEST_CASE(RunLarge, NEDepthwiseConvolutionLayerQuantizedFixtureOptimized<int8_t>, framework::DatasetMode::NIGHTLY,
723 combine(combine(combine(combine(combine(combine(datasets::LargeDepthwiseDilatedConvolutionLayerDataset3x3(),
724 large_depth_multipliers),
725 framework::dataset::make("DataType", DataType::QASYMM8_SIGNED)),
726 input_qinfo_dataset),
727 framework::dataset::make("DstQuantizationInfo", { QuantizationInfo(0.5f, 10) })),
728 framework::dataset::make("DataLayout", { DataLayout::NCHW })),
729 ActivationFunctionsDataset))
730{
731 validate(Accessor(_target), _reference, tolerance_qasymm8);
732}
733TEST_SUITE_END() // Dilation
734TEST_SUITE_END() // W3x3
735
736TEST_SUITE(Optimized)
737FIXTURE_DATA_TEST_CASE(RunSmall3x3, NEDepthwiseConvolutionLayerQuantizedFixtureOptimized<int8_t>, framework::DatasetMode::PRECOMMIT,
738 combine(combine(combine(combine(combine(combine(datasets::SmallOptimizedDepthwiseConvolutionLayerDataset3x3(),
739 framework::dataset::make("DepthMultiplier", 1)),
740 framework::dataset::make("DataType",
741 DataType::QASYMM8_SIGNED)),
742 input_qinfo_dataset),
743 framework::dataset::make("DstQuantizationInfo", { QuantizationInfo(0.5f, 10) })),
744 framework::dataset::make("DataLayout", { DataLayout::NCHW })),
745 ActivationFunctionsDataset))
746{
747 validate(Accessor(_target), _reference, tolerance_qasymm8);
748}
749FIXTURE_DATA_TEST_CASE(RunSmall5x5, NEDepthwiseConvolutionLayerQuantizedFixtureOptimized<int8_t>, framework::DatasetMode::PRECOMMIT,
750 combine(combine(combine(combine(combine(combine(datasets::SmallOptimizedDepthwiseConvolutionLayerDataset5x5(),
751 framework::dataset::make("DepthMultiplier", 1)),
752 framework::dataset::make("DataType",
753 DataType::QASYMM8_SIGNED)),
754 input_qinfo_dataset),
755 framework::dataset::make("DstQuantizationInfo", { QuantizationInfo(0.5f, 10) })),
756 framework::dataset::make("DataLayout", { DataLayout::NCHW })),
757 ActivationFunctionsDataset))
758{
759 validate(Accessor(_target), _reference, tolerance_qasymm8);
760}
761FIXTURE_DATA_TEST_CASE(RunLarge3x3, NEDepthwiseConvolutionLayerQuantizedFixtureOptimized<int8_t>, framework::DatasetMode::NIGHTLY,
762 combine(combine(combine(combine(combine(combine(datasets::LargeOptimizedDepthwiseConvolutionLayerDataset3x3(),
763 framework::dataset::make("DepthMultiplier", 1)),
764 framework::dataset::make("DataType",
765 DataType::QASYMM8_SIGNED)),
766 input_qinfo_dataset),
767 framework::dataset::make("DstQuantizationInfo", { QuantizationInfo(0.5f, 10) })),
768 framework::dataset::make("DataLayout", { DataLayout::NCHW })),
769 ActivationFunctionsDataset))
770{
771 validate(Accessor(_target), _reference, tolerance_qasymm8);
772}
773TEST_SUITE_END() // Optimized
774TEST_SUITE_END() // QASYMM8_SIGNED
775
Jenkins0e205f72019-11-28 16:53:35 +0000[diff] [blame]776TEST_SUITE(QSYMM8_PER_CHANNEL)
777TEST_SUITE(Generic)
Jenkins36ccc902020-02-21 11:10:48 +0000[diff] [blame]778FIXTURE_DATA_TEST_CASE(RunSmall, NEDepthwiseConvolutionLayerQuantizedSymmetricPerChannelFixture, framework::DatasetMode::PRECOMMIT,
Jenkins0e205f72019-11-28 16:53:35 +0000[diff] [blame]779 combine(combine(combine(combine(combine(combine(combine(datasets::SmallDepthwiseConvolutionLayerDataset(),
780 depth_multipliers),
781 framework::dataset::make("InputDataType", DataType::QASYMM8)),
782 framework::dataset::make("WeightsDataType", DataType::QSYMM8_PER_CHANNEL)),
Jenkins36ccc902020-02-21 11:10:48 +0000[diff] [blame]783 input_qinfo_dataset),
Jenkins0e205f72019-11-28 16:53:35 +0000[diff] [blame]784 framework::dataset::make("DstQuantizationInfo", { QuantizationInfo(0.5f, 4) })),
785 framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })),
786 ActivationFunctionsDataset))
787{
788 validate(Accessor(_target), _reference, tolerance_qasymm8);
789}
790
791TEST_SUITE(Dilation)
Jenkins36ccc902020-02-21 11:10:48 +0000[diff] [blame]792FIXTURE_DATA_TEST_CASE(RunSmall, NEDepthwiseConvolutionLayerQuantizedSymmetricPerChannelFixture, framework::DatasetMode::PRECOMMIT,
Jenkins0e205f72019-11-28 16:53:35 +0000[diff] [blame]793 combine(combine(combine(combine(combine(combine(combine(datasets::SmallDepthwiseDilatedConvolutionLayerDataset(),
794 depth_multipliers),
795 framework::dataset::make("InputDataType", DataType::QASYMM8)),
796 framework::dataset::make("WeightsDataType", DataType::QSYMM8_PER_CHANNEL)),
Jenkins36ccc902020-02-21 11:10:48 +0000[diff] [blame]797 input_qinfo_dataset),
Jenkins0e205f72019-11-28 16:53:35 +0000[diff] [blame]798 framework::dataset::make("DstQuantizationInfo", { QuantizationInfo(0.5f, 4) })),
799 framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })),
800 ActivationFunctionsDataset))
801{
802 validate(Accessor(_target), _reference, tolerance_qasymm8);
803}
804FIXTURE_DATA_TEST_CASE(RunLarge, NEDepthwiseConvolutionLayerQuantizedSymmetricPerChannelFixture, framework::DatasetMode::NIGHTLY,
805 combine(combine(combine(combine(combine(combine(combine(datasets::LargeDepthwiseDilatedConvolutionLayerDataset(),
806 depth_multipliers),
807 framework::dataset::make("InputDataType", DataType::QASYMM8)),
808 framework::dataset::make("WeightsDataType", DataType::QSYMM8_PER_CHANNEL)),
Jenkins36ccc902020-02-21 11:10:48 +0000[diff] [blame]809 input_qinfo_dataset),
Jenkins0e205f72019-11-28 16:53:35 +0000[diff] [blame]810 framework::dataset::make("DstQuantizationInfo", { QuantizationInfo(0.5f, 4) })),
811 framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })),
812 ActivationFunctionsDataset))
813{
814 validate(Accessor(_target), _reference, tolerance_qasymm8);
815}
816TEST_SUITE_END() // Dilation
817TEST_SUITE_END() // Generic
Jenkins36ccc902020-02-21 11:10:48 +0000[diff] [blame]818
819TEST_SUITE(Optimized)
820FIXTURE_DATA_TEST_CASE(RunSmall3x3, NEDepthwiseConvolutionLayerQuantizedSymmetricPerChannelFixture, framework::DatasetMode::PRECOMMIT,
821 combine(combine(combine(combine(combine(combine(combine(datasets::SmallOptimizedDepthwiseConvolutionLayerDataset3x3(),
822 framework::dataset::make("DepthMultiplier", 1)),
823 framework::dataset::make("InputDataType", DataType::QASYMM8)),
824 framework::dataset::make("WeightsDataType", DataType::QSYMM8_PER_CHANNEL)),
825 input_qinfo_dataset),
826 framework::dataset::make("DstQuantizationInfo", { QuantizationInfo(0.5f, 4) })),
827 framework::dataset::make("DataLayout", { DataLayout::NHWC })),
828 ActivationFunctionsDataset))
829{
830 validate(Accessor(_target), _reference, tolerance_qasymm8);
831}
832FIXTURE_DATA_TEST_CASE(RunLarge3x3, NEDepthwiseConvolutionLayerQuantizedSymmetricPerChannelFixture, framework::DatasetMode::NIGHTLY,
833 combine(combine(combine(combine(combine(combine(combine(datasets::LargeOptimizedDepthwiseConvolutionLayerDataset3x3(),
834 framework::dataset::make("DepthMultiplier", 1)),
835 framework::dataset::make("InputDataType", DataType::QASYMM8)),
836 framework::dataset::make("WeightsDataType", DataType::QSYMM8_PER_CHANNEL)),
837 input_qinfo_dataset),
838 framework::dataset::make("DstQuantizationInfo", { QuantizationInfo(0.5f, 4) })),
839 framework::dataset::make("DataLayout", { DataLayout::NHWC })),
840 ActivationFunctionsDataset))
841{
842 validate(Accessor(_target), _reference, tolerance_qasymm8);
843}
844TEST_SUITE_END() // Optimized
Jenkins0e205f72019-11-28 16:53:35 +0000[diff] [blame]845TEST_SUITE_END() // QSYMM8_PER_CHANNEL
Jenkins514be652019-02-28 12:25:18 +0000[diff] [blame]846TEST_SUITE_END() // Quantized
Anthony Barbier8140e1e2017-12-14 23:48:46 +0000[diff] [blame]847
Jenkins514be652019-02-28 12:25:18 +0000[diff] [blame]848TEST_SUITE_END() // DepthwiseConvLayer
849TEST_SUITE_END() // NEON
Anthony Barbier8140e1e2017-12-14 23:48:46 +0000[diff] [blame]850} // namespace validation
851} // namespace test
852} // namespace arm_compute