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review.mlplatform.org / ml / ComputeLibrary / e812c0cafc6f224ec9caca30c2e97ec062012d53 / . / tests / validation / dynamic_fusion / gpu / cl / DepthwiseConv2d.cpp
blob: aec1306a31cd376151b352dca5387c940b52af69 [file] [log] [blame]
Gunes Bayir7dc02342022-11-21 21:46:50 +0000[diff] [blame]1/*
Gunes Bayircc287732023-01-19 15:56:00 +0000[diff] [blame]2 * Copyright (c) 2022-2023 Arm Limited.
Gunes Bayir7dc02342022-11-21 21:46:50 +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,
21 * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
22 * SOFTWARE.
23 */
24
25#include "arm_compute/dynamic_fusion/sketch/gpu/operators/GpuDepthwiseConv2d.h"
26
27#include "tests/CL/CLAccessor.h"
28#include "tests/datasets/DepthwiseConvolutionLayerDataset.h"
29#include "tests/datasets/DilatedDepthwiseConvolutionLayerDataset.h"
30#include "tests/framework/Asserts.h"
31#include "tests/framework/Fixture.h"
32#include "tests/framework/Macros.h"
33#include "tests/framework/datasets/Datasets.h"
34#include "tests/validation/Validation.h"
35#include "tests/validation/fixtures/dynamic_fusion/gpu/cl/DepthwiseConv2dFixture.h"
36
37namespace arm_compute
38{
39namespace test
40{
41namespace validation
42{
43const auto depth_multipliers = framework::dataset::make("DepthMultiplier", { 1U, 4U });
44const auto large_depth_multipliers = framework::dataset::make("DepthMultiplier", { 1, 2, 5, 8 });
45
46TEST_SUITE(CL)
47TEST_SUITE(DYNAMIC_FUSION)
48TEST_SUITE(DEPTHWISE_CONV2D)
49
50RelativeTolerance<float> tolerance_f32(0.01f); /**< Tolerance value for comparing reference's output against implementation's output for DataType::F32 */
51RelativeTolerance<half_float::half> tolerance_f16(half_float::half(0.1)); /**< Tolerance value for comparing reference's output against implementation's output for DataType::F16 */
52constexpr float tolerance_num = 0.02f; /**< Tolerance number */
53
54// *INDENT-OFF*
55// clang-format off
Gunes Bayircc287732023-01-19 15:56:00 +0000[diff] [blame]56DATA_TEST_CASE(Validate, framework::DatasetMode::ALL, zip(zip(zip(zip(zip(zip(zip( // Explanations of failing tests
57 framework::dataset::make("InputInfo", { TensorInfo(TensorShape(2U, 27U, 13U), 1, DataType::F32, DataLayout::NHWC), // Mismatching data type input/weights
58 TensorInfo(TensorShape(3U, 27U, 13U), 1, DataType::F32, DataLayout::NHWC), // Mismatching input feature maps
59 TensorInfo(TensorShape(2U, 27U, 13U), 1, DataType::F32, DataLayout::NHWC), // Mismatching depth multiplier
60 TensorInfo(TensorShape(2U, 27U, 13U), 1, DataType::F32, DataLayout::NHWC), // Invalid biases size
61 TensorInfo(TensorShape(2U, 27U, 13U), 1, DataType::F32, DataLayout::NHWC), // Invalid biases dimensions
62 TensorInfo(TensorShape(8U, 27U, 13U), 1, DataType::F32, DataLayout::NHWC), // dilation < 1
Gunes Bayir7dc02342022-11-21 21:46:50 +0000[diff] [blame]63 TensorInfo(TensorShape(8U, 27U, 13U), 1, DataType::F32, DataLayout::NHWC),
Gunes Bayircc287732023-01-19 15:56:00 +0000[diff] [blame]64 TensorInfo(TensorShape(8U, 32U, 13U), 1, DataType::QASYMM8, DataLayout::NHWC), // Unsupported data type
65 TensorInfo(TensorShape(8U, 32U, 13U), 1, DataType::QASYMM8_SIGNED, DataLayout::NHWC), // Unsupported data type
66 TensorInfo(TensorShape(8U, 32U, 13U), 1, DataType::QSYMM16, DataLayout::NHWC), // Unsupported data type
67 TensorInfo(TensorShape(8U, 32U, 13U), 1, DataType::QSYMM8, DataLayout::NHWC), // Unsupported data type
68 TensorInfo(TensorShape(8U, 32U, 13U), 1, DataType::QSYMM8_PER_CHANNEL, DataLayout::NHWC), // Unsupported data type
69 TensorInfo(TensorShape(8U, 32U, 13U), 1, DataType::QASYMM16, DataLayout::NHWC), // Unsupported data type
70 TensorInfo(TensorShape(8U, 32U, 13U), 1, DataType::U8, DataLayout::NHWC), // Unsupported data type
71 TensorInfo(TensorShape(8U, 32U, 13U), 1, DataType::S8, DataLayout::NHWC), // Unsupported data type
72 TensorInfo(TensorShape(8U, 32U, 13U), 1, DataType::U16, DataLayout::NHWC), // Unsupported data type
73 TensorInfo(TensorShape(8U, 32U, 13U), 1, DataType::S16, DataLayout::NHWC), // Unsupported data type
74 TensorInfo(TensorShape(8U, 32U, 13U), 1, DataType::U32, DataLayout::NHWC), // Unsupported data type
75 TensorInfo(TensorShape(8U, 32U, 13U), 1, DataType::S32, DataLayout::NHWC), // Unsupported data type
76 TensorInfo(TensorShape(32U, 13U, 8U), 1, DataType::F32, DataLayout::NCHW), // Unsupported data layout
Gunes Bayir7dc02342022-11-21 21:46:50 +0000[diff] [blame]77 TensorInfo(TensorShape(8U, 32U, 13U, 4U), 1, DataType::F32, DataLayout::NHWC),
Gunes Bayircc287732023-01-19 15:56:00 +0000[diff] [blame]78 TensorInfo(TensorShape(8U, 32U, 13U, 4U), 1, DataType::F32, DataLayout::NHWC), // weight dimension > 3
Gunes Bayir7dc02342022-11-21 21:46:50 +0000[diff] [blame]79 TensorInfo(TensorShape(8U, 32U, 13U, 4U), 1, DataType::F32, DataLayout::NHWC),
80 TensorInfo(TensorShape(8U, 32U, 13U, 4U), 1, DataType::F32, DataLayout::NHWC),
81 TensorInfo(TensorShape(8U, 32U, 13U, 4U), 1, DataType::F32, DataLayout::NHWC),
82 }),
83 framework::dataset::make("WeightsInfo", { TensorInfo(TensorShape(2U, 3U, 3U, 2U), 1, DataType::F16, DataLayout::NHWC),
84 TensorInfo(TensorShape(2U, 3U, 3U, 2U), 1, DataType::F32, DataLayout::NHWC),
85 TensorInfo(TensorShape(2U, 3U, 3U, 2U), 1, DataType::F32, DataLayout::NHWC),
86 TensorInfo(TensorShape(2U, 3U, 3U, 2U), 1, DataType::F32, DataLayout::NHWC),
87 TensorInfo(TensorShape(2U, 3U, 3U, 2U), 1, DataType::F32, DataLayout::NHWC),
Gunes Bayir7dc02342022-11-21 21:46:50 +0000[diff] [blame]88 TensorInfo(TensorShape(16U, 3U, 3U), 1, DataType::F32, DataLayout::NHWC),
89 TensorInfo(TensorShape(16U, 3U, 3U), 1, DataType::F32, DataLayout::NHWC),
90 TensorInfo(TensorShape(24U, 3U, 3U), 1, DataType::QASYMM8, DataLayout::NHWC),
91 TensorInfo(TensorShape(24U, 3U, 3U), 1, DataType::QASYMM8_SIGNED, DataLayout::NHWC),
92 TensorInfo(TensorShape(24U, 3U, 3U), 1, DataType::QSYMM16, DataLayout::NHWC),
93 TensorInfo(TensorShape(24U, 3U, 3U), 1, DataType::QSYMM8, DataLayout::NHWC),
94 TensorInfo(TensorShape(24U, 3U, 3U), 1, DataType::QSYMM8_PER_CHANNEL, DataLayout::NHWC),
95 TensorInfo(TensorShape(24U, 3U, 3U), 1, DataType::QASYMM16, DataLayout::NHWC),
96 TensorInfo(TensorShape(24U, 3U, 3U), 1, DataType::U8, DataLayout::NHWC),
97 TensorInfo(TensorShape(24U, 3U, 3U), 1, DataType::S8, DataLayout::NHWC),
98 TensorInfo(TensorShape(24U, 3U, 3U), 1, DataType::U16, DataLayout::NHWC),
99 TensorInfo(TensorShape(24U, 3U, 3U), 1, DataType::S16, DataLayout::NHWC),
100 TensorInfo(TensorShape(24U, 3U, 3U), 1, DataType::U32, DataLayout::NHWC),
101 TensorInfo(TensorShape(24U, 3U, 3U), 1, DataType::S32, DataLayout::NHWC),
102 TensorInfo(TensorShape(3U, 3U, 24U), 1, DataType::F32, DataLayout::NCHW),
103 TensorInfo(TensorShape(24U, 3U, 3U), 1, DataType::F32, DataLayout::NHWC),
104 TensorInfo(TensorShape(24U, 3U, 3U, 5U), 1, DataType::F32, DataLayout::NHWC),
105 TensorInfo(TensorShape(24U, 3U, 3U), 1, DataType::F32, DataLayout::NHWC),
106 TensorInfo(TensorShape(24U, 3U, 3U), 1, DataType::F32, DataLayout::NHWC),
107 TensorInfo(TensorShape(24U, 4U, 3U), 1, DataType::F32, DataLayout::NHWC),
108 })),
109 framework::dataset::make("BiasesInfo", { TensorInfo(TensorShape(2U), 1, DataType::F32, DataLayout::NHWC),
110 TensorInfo(TensorShape(2U), 1, DataType::F32, DataLayout::NHWC),
111 TensorInfo(TensorShape(2U), 1, DataType::F32, DataLayout::NHWC),
112 TensorInfo(TensorShape(4U), 1, DataType::F32, DataLayout::NHWC),
113 TensorInfo(TensorShape(2U, 2U), 1, DataType::F32, DataLayout::NHWC),
Gunes Bayir7dc02342022-11-21 21:46:50 +0000[diff] [blame]114 TensorInfo(TensorShape(16U), 1, DataType::F32, DataLayout::NHWC),
115 TensorInfo(TensorShape(16U), 1, DataType::F32, DataLayout::NHWC),
116 TensorInfo(TensorShape(24U), 1, DataType::S32, DataLayout::NHWC),
117 TensorInfo(TensorShape(24U), 1, DataType::S32, DataLayout::NHWC),
118 TensorInfo(TensorShape(24U), 1, DataType::S32, DataLayout::NHWC),
119 TensorInfo(TensorShape(24U), 1, DataType::S32, DataLayout::NHWC),
120 TensorInfo(TensorShape(24U), 1, DataType::S32, DataLayout::NHWC),
121 TensorInfo(TensorShape(24U), 1, DataType::S32, DataLayout::NHWC),
122 TensorInfo(TensorShape(24U), 1, DataType::S32, DataLayout::NHWC),
123 TensorInfo(TensorShape(24U), 1, DataType::S32, DataLayout::NHWC),
124 TensorInfo(TensorShape(24U), 1, DataType::S32, DataLayout::NHWC),
125 TensorInfo(TensorShape(24U), 1, DataType::S32, DataLayout::NHWC),
126 TensorInfo(TensorShape(24U), 1, DataType::S32, DataLayout::NHWC),
127 TensorInfo(TensorShape(24U), 1, DataType::S32, DataLayout::NHWC),
128 TensorInfo(TensorShape(24U), 1, DataType::S32, DataLayout::NCHW),
129 TensorInfo(TensorShape(24U), 1, DataType::F32, DataLayout::NHWC),
130 TensorInfo(TensorShape(24U), 1, DataType::F32, DataLayout::NHWC),
131 TensorInfo(TensorShape(24U), 1, DataType::F32, DataLayout::NHWC),
132 TensorInfo(TensorShape(24U), 1, DataType::F32, DataLayout::NHWC),
133 TensorInfo(TensorShape(24U), 1, DataType::F32, DataLayout::NHWC),
134 })),
Gunes Bayir7dc02342022-11-21 21:46:50 +0000[diff] [blame]135 framework::dataset::make("Padding", { Padding2D(0, 0, 0, 0),
136 Padding2D(0, 0, 0, 0),
137 Padding2D(0, 0, 0, 0),
138 Padding2D(0, 0, 0, 0),
139 Padding2D(0, 0, 0, 0),
140 Padding2D(0, 0, 0, 0),
141 Padding2D(0, 0, 0, 0),
Gunes Bayir7dc02342022-11-21 21:46:50 +0000[diff] [blame]142 Padding2D(1, 1, 0, 0),
143 Padding2D(1, 1, 0, 0),
144 Padding2D(1, 1, 0, 0),
145 Padding2D(1, 1, 0, 0),
146 Padding2D(1, 1, 0, 0),
147 Padding2D(1, 1, 0, 0),
148 Padding2D(1, 1, 0, 0),
149 Padding2D(1, 1, 0, 0),
150 Padding2D(1, 1, 0, 0),
151 Padding2D(1, 1, 0, 0),
152 Padding2D(1, 1, 0, 0),
153 Padding2D(1, 1, 0, 0),
154 Padding2D(1, 1, 0, 0),
155 Padding2D(1, 1, 0, 0),
156 Padding2D(1, 1, 0, 0),
157 Padding2D(2, 1, 2, 1),
158 Padding2D(2, 1, 2, 1),
159 Padding2D(2, 1, 2, 1),
160 })),
161 framework::dataset::make("Stride", { Size2D(1, 1),
162 Size2D(1, 1),
163 Size2D(1, 1),
164 Size2D(1, 1),
165 Size2D(1, 1),
166 Size2D(1, 1),
167 Size2D(1, 1),
168 Size2D(1, 1),
169 Size2D(1, 1),
170 Size2D(1, 1),
171 Size2D(1, 1),
172 Size2D(1, 1),
173 Size2D(1, 1),
174 Size2D(1, 1),
175 Size2D(1, 1),
176 Size2D(1, 1),
177 Size2D(1, 1),
178 Size2D(1, 1),
179 Size2D(1, 1),
180 Size2D(1, 1),
181 Size2D(1, 1),
182 Size2D(1, 1),
183 Size2D(1, 1),
Gunes Bayir7dc02342022-11-21 21:46:50 +0000[diff] [blame]184 Size2D(2, 3),
185 Size2D(2, 3),
186 })),
187 framework::dataset::make("DepthMultiplier", { 1,
188 1,
189 3,
190 1,
191 1,
Gunes Bayir7dc02342022-11-21 21:46:50 +0000[diff] [blame]192 2,
193 2,
194 3,
195 3,
196 3,
197 3,
198 3,
199 3,
200 3,
201 3,
202 3,
203 3,
204 3,
205 3,
206 3,
207 3,
208 3,
209 3,
210 3,
211 3,
212 })),
213 framework::dataset::make("Dilation", { Size2D(1U, 1U),
214 Size2D(1U, 1U),
215 Size2D(1U, 1U),
216 Size2D(1U, 1U),
217 Size2D(1U, 1U),
Gunes Bayir7dc02342022-11-21 21:46:50 +0000[diff] [blame]218 Size2D(0U, 1U),
219 Size2D(1U, 1U),
220 Size2D(1U, 1U),
221 Size2D(1U, 1U),
222 Size2D(1U, 1U),
223 Size2D(1U, 1U),
224 Size2D(1U, 1U),
225 Size2D(1U, 1U),
226 Size2D(1U, 1U),
227 Size2D(1U, 1U),
228 Size2D(1U, 1U),
229 Size2D(1U, 1U),
230 Size2D(1U, 1U),
231 Size2D(1U, 1U),
232 Size2D(1U, 1U),
233 Size2D(1U, 1U),
234 Size2D(1U, 1U),
235 Size2D(1U, 1U),
236 Size2D(1U, 1U),
237 Size2D(2U, 3U),
238 })),
Gunes Bayircc287732023-01-19 15:56:00 +0000[diff] [blame]239 framework::dataset::make("Expected", { false, false, false, false, false, false, true, false,
Gunes Bayir7dc02342022-11-21 21:46:50 +0000[diff] [blame]240 false, false, false, false, false, false, false, false, false, false,
241 false, false, true, false, true, true, true })),
Gunes Bayircc287732023-01-19 15:56:00 +0000[diff] [blame]242 input_info, weights_info, biases_info, padding, stride, depth_multiplier, dilation, expected)
Gunes Bayir7dc02342022-11-21 21:46:50 +0000[diff] [blame]243{
244 CLCompileContext cl_compile_ctx = CLKernelLibrary::get().get_compile_context();
Viet-Hoa Do3fcf3dc2023-05-17 15:17:48 +0100[diff] [blame]245 GpuWorkloadContext context = GpuWorkloadContext{ &cl_compile_ctx };
246 GpuWorkloadSketch sketch{ &context };
Gunes Bayir7dc02342022-11-21 21:46:50 +0000[diff] [blame]247
Viet-Hoa Do3fcf3dc2023-05-17 15:17:48 +0100[diff] [blame]248 const TensorInfo sketch_input_info = context.create_tensor_info(input_info);
249 const TensorInfo sketch_weights_info = context.create_tensor_info(weights_info);
250 const TensorInfo sketch_biases_info = context.create_tensor_info(biases_info);
Gunes Bayir7dc02342022-11-21 21:46:50 +0000[diff] [blame]251
252 DepthwiseConv2dAttributes attributes {};
253 attributes.pad(padding)
254 .stride(stride)
255 .dilation(dilation)
256 .depth_multiplier(depth_multiplier);
257
Gunes Bayircc287732023-01-19 15:56:00 +0000[diff] [blame]258 const Status status = GpuDepthwiseConv2d::validate_op(sketch, &sketch_input_info, &sketch_weights_info, &sketch_biases_info, attributes);
Gunes Bayir7dc02342022-11-21 21:46:50 +0000[diff] [blame]259 const bool res = bool(status);
260 ARM_COMPUTE_EXPECT(res == expected, framework::LogLevel::ERRORS);
261}
262// clang-format on
263// *INDENT-ON*
264
265template <typename T>
266using DynamicFusionGpuDepthwiseConv2dFixture = DynamicFusionGpuDepthwiseConv2dValidationFixture<CLTensor, CLAccessor, GpuDepthwiseConv2d, T>;
267
268TEST_SUITE(Float)
269TEST_SUITE(FP16)
270TEST_SUITE(W3x3)
271FIXTURE_DATA_TEST_CASE(RunSmall, DynamicFusionGpuDepthwiseConv2dFixture<half>, framework::DatasetMode::ALL,
272 combine(combine(combine(datasets::SmallDepthwiseConvolutionLayerDataset3x3(),
273 depth_multipliers),
274 framework::dataset::make("DataType", DataType::F16)),
275 framework::dataset::make("DataLayout", DataLayout::NHWC)))
276{
277 validate(CLAccessor(_target), _reference, tolerance_f16);
278}
279FIXTURE_DATA_TEST_CASE(RunLarge, DynamicFusionGpuDepthwiseConv2dFixture<half>, framework::DatasetMode::NIGHTLY, combine(combine(combine(datasets::LargeDepthwiseConvolutionLayerDataset3x3(),
280 large_depth_multipliers),
281 framework::dataset::make("DataType", DataType::F16)),
282 framework::dataset::make("DataLayout", DataLayout::NHWC)))
283{
284 validate(CLAccessor(_target), _reference, tolerance_f16);
285}
ramy.elgammal@arm.coma04ae3e2023-07-27 18:23:17 +0100[diff] [blame]286#ifndef ACL_INTERNAL_TEST_CKW_IN_DF // Do not include this test as dilation not supported yet in DepthwiseConv2d CKW kernel
Gunes Bayir7dc02342022-11-21 21:46:50 +0000[diff] [blame]287TEST_SUITE(Dilation)
288FIXTURE_DATA_TEST_CASE(RunSmall, DynamicFusionGpuDepthwiseConv2dFixture<half>, framework::DatasetMode::ALL, combine(combine(combine(datasets::SmallDepthwiseDilatedConvolutionLayerDataset3x3(),
289 depth_multipliers),
290 framework::dataset::make("DataType", DataType::F16)),
291 framework::dataset::make("DataLayout", { DataLayout::NHWC })))
292{
293 validate(CLAccessor(_target), _reference, tolerance_f16);
294}
295FIXTURE_DATA_TEST_CASE(RunLarge, DynamicFusionGpuDepthwiseConv2dFixture<half>, framework::DatasetMode::NIGHTLY,
296 combine(combine(combine(datasets::LargeDepthwiseDilatedConvolutionLayerDataset3x3(),
297 large_depth_multipliers),
298 framework::dataset::make("DataType", DataType::F16)),
299 framework::dataset::make("DataLayout", { DataLayout::NHWC })))
300{
301 validate(CLAccessor(_target), _reference, tolerance_f16);
302}
303TEST_SUITE_END() // Dilation
ramy.elgammal@arm.coma04ae3e2023-07-27 18:23:17 +0100[diff] [blame]304#endif // ACL_INTERNAL_TEST_CKW_IN_DF
Gunes Bayir7dc02342022-11-21 21:46:50 +0000[diff] [blame]305TEST_SUITE_END() // W3x3
306
307TEST_SUITE(Generic)
308FIXTURE_DATA_TEST_CASE(RunSmall, DynamicFusionGpuDepthwiseConv2dFixture<half>, framework::DatasetMode::ALL, combine(combine(combine(datasets::SmallDepthwiseConvolutionLayerDataset(),
309 depth_multipliers),
310 framework::dataset::make("DataType", DataType::F16)),
311 framework::dataset::make("DataLayout", { DataLayout::NHWC })))
312{
313 validate(CLAccessor(_target), _reference, tolerance_f16, tolerance_num);
314}
315FIXTURE_DATA_TEST_CASE(RunLarge, DynamicFusionGpuDepthwiseConv2dFixture<half>, framework::DatasetMode::NIGHTLY, combine(combine(combine(datasets::LargeDepthwiseConvolutionLayerDataset(),
316 large_depth_multipliers),
317 framework::dataset::make("DataType", DataType::F16)),
318 framework::dataset::make("DataLayout", { DataLayout::NHWC })))
319{
320 validate(CLAccessor(_target), _reference, tolerance_f16, tolerance_num);
321}
ramy.elgammal@arm.coma04ae3e2023-07-27 18:23:17 +0100[diff] [blame]322#ifndef ACL_INTERNAL_TEST_CKW_IN_DF // Do not include this test as dilation not supported yet in DepthwiseConv2d CKW kernel
Gunes Bayir7dc02342022-11-21 21:46:50 +0000[diff] [blame]323TEST_SUITE(Dilation)
324FIXTURE_DATA_TEST_CASE(RunSmall, DynamicFusionGpuDepthwiseConv2dFixture<half>, framework::DatasetMode::ALL, combine(combine(combine(datasets::SmallDepthwiseDilatedConvolutionLayerDataset(),
325 depth_multipliers),
326 framework::dataset::make("DataType", DataType::F16)),
327 framework::dataset::make("DataLayout", { DataLayout::NHWC })))
328{
329 validate(CLAccessor(_target), _reference, tolerance_f16, tolerance_num);
330}
331FIXTURE_DATA_TEST_CASE(RunLarge, DynamicFusionGpuDepthwiseConv2dFixture<half>, framework::DatasetMode::NIGHTLY,
332 combine(combine(combine(datasets::LargeDepthwiseDilatedConvolutionLayerDataset(),
333 large_depth_multipliers),
334 framework::dataset::make("DataType", DataType::F16)),
335 framework::dataset::make("DataLayout", { DataLayout::NHWC })))
336{
337 validate(CLAccessor(_target), _reference, tolerance_f16, tolerance_num);
338}
339TEST_SUITE_END() // Dilation
ramy.elgammal@arm.coma04ae3e2023-07-27 18:23:17 +0100[diff] [blame]340#endif // ACL_INTERNAL_TEST_CKW_IN_DF
Gunes Bayir7dc02342022-11-21 21:46:50 +0000[diff] [blame]341TEST_SUITE_END() // Generic
342TEST_SUITE_END() // FP16
343
344TEST_SUITE(FP32)
345TEST_SUITE(W3x3)
346FIXTURE_DATA_TEST_CASE(RunSmall, DynamicFusionGpuDepthwiseConv2dFixture<float>, framework::DatasetMode::ALL,
347 combine(combine(combine(datasets::SmallDepthwiseConvolutionLayerDataset3x3(),
348 depth_multipliers),
349 framework::dataset::make("DataType", DataType::F32)),
350 framework::dataset::make("DataLayout", DataLayout::NHWC)))
351{
352 validate(CLAccessor(_target), _reference, tolerance_f32);
353}
354FIXTURE_DATA_TEST_CASE(RunLarge, DynamicFusionGpuDepthwiseConv2dFixture<float>, framework::DatasetMode::NIGHTLY,
355 combine(combine(combine(datasets::LargeDepthwiseConvolutionLayerDataset3x3(),
356 large_depth_multipliers),
357 framework::dataset::make("DataType", DataType::F32)),
358 framework::dataset::make("DataLayout", DataLayout::NHWC)))
359{
360 validate(CLAccessor(_target), _reference, tolerance_f32);
361}
362
ramy.elgammal@arm.coma04ae3e2023-07-27 18:23:17 +0100[diff] [blame]363#ifndef ACL_INTERNAL_TEST_CKW_IN_DF // Do not include this test as dilation not supported yet in DepthwiseConv2d CKW kernel
Gunes Bayir7dc02342022-11-21 21:46:50 +0000[diff] [blame]364TEST_SUITE(Dilation)
365
366FIXTURE_DATA_TEST_CASE(RunSmall, DynamicFusionGpuDepthwiseConv2dFixture<float>, framework::DatasetMode::ALL,
367 combine(combine(combine(datasets::SmallDepthwiseDilatedConvolutionLayerDataset3x3(),
368 depth_multipliers),
369 framework::dataset::make("DataType", DataType::F32)),
370 framework::dataset::make("DataLayout", DataLayout::NHWC)))
371{
372 validate(CLAccessor(_target), _reference, tolerance_f32);
373}
374FIXTURE_DATA_TEST_CASE(RunLarge, DynamicFusionGpuDepthwiseConv2dFixture<float>, framework::DatasetMode::NIGHTLY,
375 combine(combine(combine(datasets::LargeDepthwiseDilatedConvolutionLayerDataset3x3(),
376 large_depth_multipliers),
377 framework::dataset::make("DataType", DataType::F32)),
378 framework::dataset::make("DataLayout", DataLayout::NHWC)))
379{
380 validate(CLAccessor(_target), _reference, tolerance_f32);
381}
382TEST_SUITE_END() // Dilation
ramy.elgammal@arm.coma04ae3e2023-07-27 18:23:17 +0100[diff] [blame]383#endif // ACL_INTERNAL_TEST_CKW_IN_DF
Gunes Bayir7dc02342022-11-21 21:46:50 +0000[diff] [blame]384TEST_SUITE_END() // W3x3
385
386TEST_SUITE(Generic)
387FIXTURE_DATA_TEST_CASE(RunSmall, DynamicFusionGpuDepthwiseConv2dFixture<float>, framework::DatasetMode::ALL,
388 combine(combine(combine(datasets::SmallDepthwiseConvolutionLayerDataset(),
389 depth_multipliers),
390 framework::dataset::make("DataType", DataType::F32)),
391 framework::dataset::make("DataLayout", { DataLayout::NHWC })))
392{
393 validate(CLAccessor(_target), _reference, tolerance_f32);
394}
395
396FIXTURE_DATA_TEST_CASE(RunLarge, DynamicFusionGpuDepthwiseConv2dFixture<float>, framework::DatasetMode::NIGHTLY,
397 combine(combine(combine(datasets::LargeDepthwiseConvolutionLayerDataset(),
398 large_depth_multipliers),
399 framework::dataset::make("DataType", DataType::F32)),
400 framework::dataset::make("DataLayout", { DataLayout::NHWC })))
401{
402 validate(CLAccessor(_target), _reference, tolerance_f32);
403}
404
405FIXTURE_DATA_TEST_CASE(RunLargeKernelSize, DynamicFusionGpuDepthwiseConv2dFixture<float>, framework::DatasetMode::ALL,
406 combine(combine(combine(datasets::LargeKernelSizeDepthwiseConvolutionLayerNHWCDataset(),
407 framework::dataset::make("DepthMultiplier", { 1 })),
408 framework::dataset::make("DataType", DataType::F32)),
409 framework::dataset::make("DataLayout", { DataLayout::NHWC })))
410{
411 validate(CLAccessor(_target), _reference, tolerance_f32);
412}
413
ramy.elgammal@arm.coma04ae3e2023-07-27 18:23:17 +0100[diff] [blame]414#ifndef ACL_INTERNAL_TEST_CKW_IN_DF // Do not include this test as dilation not supported yet in DepthwiseConv2d CKW kernel
Gunes Bayir7dc02342022-11-21 21:46:50 +0000[diff] [blame]415TEST_SUITE(Dilation)
416FIXTURE_DATA_TEST_CASE(RunSmall, DynamicFusionGpuDepthwiseConv2dFixture<float>, framework::DatasetMode::ALL, combine(combine(combine(datasets::SmallDepthwiseDilatedConvolutionLayerDataset(),
417 depth_multipliers),
418 framework::dataset::make("DataType", DataType::F32)),
419 framework::dataset::make("DataLayout", { DataLayout::NHWC })))
420{
421 validate(CLAccessor(_target), _reference, tolerance_f32);
422}
423FIXTURE_DATA_TEST_CASE(RunLarge, DynamicFusionGpuDepthwiseConv2dFixture<float>, framework::DatasetMode::NIGHTLY,
424 combine(combine(combine(datasets::LargeDepthwiseDilatedConvolutionLayerDataset3x3(),
425 large_depth_multipliers),
426 framework::dataset::make("DataType", DataType::F32)),
427 framework::dataset::make("DataLayout", { DataLayout::NHWC })))
428{
429 validate(CLAccessor(_target), _reference, tolerance_f32);
430}
431TEST_SUITE_END() // Dilation
ramy.elgammal@arm.coma04ae3e2023-07-27 18:23:17 +0100[diff] [blame]432#endif // ACL_INTERNAL_TEST_CKW_IN_DF
Gunes Bayir7dc02342022-11-21 21:46:50 +0000[diff] [blame]433TEST_SUITE_END() // Generic
434TEST_SUITE_END() // FP32
435TEST_SUITE_END() // Float
436TEST_SUITE_END() // DEPTHWISE_CONV2D
437TEST_SUITE_END() // DYNAMIC_FUSION
438TEST_SUITE_END() // CL
439} // namespace validation
440} // namespace test
441} // namespace arm_compute