Gitiles
Code Review Sign In
gerrit-public.fairphone.software / platform / external / XNNPACK / refs/heads/int/13/fp3 / . / bench / conv.h
blob: d0fe3ebf35303854b4fd0f757159377483f8cff9 [file] [log] [blame]
XNNPACK Teamb455b122019-09-27 18:10:33 -0700[diff] [blame]1// Copyright (c) Facebook, Inc. and its affiliates.
2// All rights reserved.
3//
4// Copyright 2019 Google LLC
5//
6// This source code is licensed under the BSD-style license found in the
7// LICENSE file in the root directory of this source tree.
8
9#pragma once
10
11#include <benchmark/benchmark.h>
12
13
14#define BENCHMARK_CONV(conv_fn) \
15 BENCHMARK_CAPTURE(conv_fn, mobilenet_v1, "MobileNet v1")->Apply(MobileNetV1ConvArguments)->UseRealTime(); \
16 BENCHMARK_CAPTURE(conv_fn, mobilenet_v2, "MobileNet v2")->Apply(MobileNetV2ConvArguments)->UseRealTime(); \
17 BENCHMARK_CAPTURE(conv_fn, mobilenet_v3_small, "MobileNet v3 Small")->Apply(MobileNetV3SmallConvArguments)->UseRealTime(); \
18 BENCHMARK_CAPTURE(conv_fn, mobilenet_v3_large, "MobileNet v3 Large")->Apply(MobileNetV3LargeConvArguments)->UseRealTime(); \
19 BENCHMARK_CAPTURE(conv_fn, shufflenet_v1_g1, "ShuffleNet v1 (1 group)")->Apply(ShuffleNetV1G1ConvArguments)->UseRealTime(); \
20 BENCHMARK_CAPTURE(conv_fn, shufflenet_v1_g2, "ShuffleNet v1 (2 groups)")->Apply(ShuffleNetV1G2ConvArguments)->UseRealTime(); \
21 BENCHMARK_CAPTURE(conv_fn, shufflenet_v1_g3, "ShuffleNet v1 (3 groups)")->Apply(ShuffleNetV1G3ConvArguments)->UseRealTime(); \
22 BENCHMARK_CAPTURE(conv_fn, shufflenet_v1_g4, "ShuffleNet v1 (4 groups)")->Apply(ShuffleNetV1G4ConvArguments)->UseRealTime(); \
23 BENCHMARK_CAPTURE(conv_fn, shufflenet_v1_g8, "ShuffleNet v1 (8 groups)")->Apply(ShuffleNetV1G8ConvArguments)->UseRealTime(); \
24 BENCHMARK_CAPTURE(conv_fn, shufflenet_v2_x05, "ShuffleNet v2 0.5X")->Apply(ShuffleNetV2X05ConvArguments)->UseRealTime(); \
25 BENCHMARK_CAPTURE(conv_fn, shufflenet_v2_x10, "ShuffleNet v2 1.0X")->Apply(ShuffleNetV2X10ConvArguments)->UseRealTime(); \
26 BENCHMARK_CAPTURE(conv_fn, shufflenet_v2_x15, "ShuffleNet v2 1.5X")->Apply(ShuffleNetV2X15ConvArguments)->UseRealTime(); \
27 BENCHMARK_CAPTURE(conv_fn, shufflenet_v2_x20, "ShuffleNet v2 2.0X")->Apply(ShuffleNetV2X20ConvArguments)->UseRealTime(); \
28 BENCHMARK_CAPTURE(conv_fn, inception_v3, "Inception v3")->Apply(InceptionV3ConvArguments)->UseRealTime(); \
29 BENCHMARK_CAPTURE(conv_fn, resnet18, "ResNet-18")->Apply(ResNet18ConvArguments)->UseRealTime(); \
30 BENCHMARK_CAPTURE(conv_fn, resnet50, "ResNet-50")->Apply(ResNet50ConvArguments)->UseRealTime(); \
31 BENCHMARK_CAPTURE(conv_fn, squeezenet_v10, "SqueezeNet 1.0")->Apply(SqueezeNetV10ConvArguments)->UseRealTime(); \
32 BENCHMARK_CAPTURE(conv_fn, squeezenet_v11, "SqueezeNet 1.1")->Apply(SqueezeNetV11ConvArguments)->UseRealTime(); \
33 BENCHMARK_CAPTURE(conv_fn, vgg, "VGG")->Apply(VGGConvArguments)->UseRealTime(); \
34 BENCHMARK_CAPTURE(conv_fn, srcnn915, "SRCNN (9-1-5)")->Apply(SRCNN915ConvArguments)->UseRealTime(); \
35 BENCHMARK_CAPTURE(conv_fn, srcnn935, "SRCNN (9-3-5)")->Apply(SRCNN935ConvArguments)->UseRealTime(); \
36 BENCHMARK_CAPTURE(conv_fn, srcnn955, "SRCNN (9-5-5)")->Apply(SRCNN955ConvArguments)->UseRealTime();
37
38
39// ShuffleNet v1 with 1 group.
40static void ShuffleNetV1G1ConvArguments(benchmark::internal::Benchmark* b) {
41 b->ArgNames({"H", "W", "KH", "KW", "PH", "PW", "S", "D", "GCin", "GCout"});
42
43 /*********************** Conv 1 **********************/
44 /* H W KH KW PH PW S D GCin GCout */
45 b->Args({224, 224, 3, 3, 2, 2, 2, 1, 3, 24});
46 /*************** Stage 2: stride-2 unit **************/
47 /* H W KH KW PH PW S D GCin GCout */
48 b->Args({ 56, 56, 1, 1, 0, 0, 1, 1, 24, 36});
49 b->Args({ 28, 28, 1, 1, 0, 0, 1, 1, 36, 120});
50 /*************** Stage 2: stride-1 units *************/
51 /* H W KH KW PH PW S D GCin GCout */
52 b->Args({ 28, 28, 1, 1, 0, 0, 1, 1, 144, 36});
53 b->Args({ 28, 28, 1, 1, 0, 0, 1, 1, 36, 144});
54 /*************** Stage 3: stride-2 unit **************/
55 /* H W KH KW PH PW S D GCin GCout */
56 b->Args({ 28, 28, 1, 1, 0, 0, 1, 1, 144, 72});
57 b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 72, 144});
58 /*************** Stage 3: stride-1 units *************/
59 /* H W KH KW PH PW S D GCin GCout */
60 b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 288, 72});
61 b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 72, 288});
62 /*************** Stage 4: stride-2 unit **************/
63 /* H W KH KW PH PW S D GCin GCout */
64 b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 288, 144});
65 b->Args({ 7, 7, 1, 1, 0, 0, 1, 1, 144, 288});
66 /*************** Stage 4: stride-1 units *************/
67 /* H W KH KW PH PW S D GCin GCout */
68 b->Args({ 7, 7, 1, 1, 0, 0, 1, 1, 576, 144});
69 b->Args({ 7, 7, 1, 1, 0, 0, 1, 1, 144, 576});
70}
71
72// ShuffleNet v1 with 2 groups.
73static void ShuffleNetV1G2ConvArguments(benchmark::internal::Benchmark* b) {
74 b->ArgNames({"H", "W", "KH", "KW", "PH", "PW", "S", "D", "GCin", "GCout"});
75
76 /*********************** Conv 1 **********************/
77 /* H W KH KW PH PW S D GCin GCout */
78 b->Args({224, 224, 3, 3, 2, 2, 2, 1, 3, 24});
79 /*************** Stage 2: stride-2 unit **************/
80 /* H W KH KW PH PW S D GCin GCout */
81 b->Args({ 56, 56, 1, 1, 0, 0, 1, 1, 24, 50});
82 b->Args({ 28, 28, 1, 1, 0, 0, 1, 1, 25, 88});
83 /*************** Stage 2: stride-1 units *************/
84 /* H W KH KW PH PW S D GCin GCout */
85 b->Args({ 28, 28, 1, 1, 0, 0, 1, 1, 100, 25});
86 b->Args({ 28, 28, 1, 1, 0, 0, 1, 1, 25, 100});
87 /*************** Stage 3: stride-2 unit **************/
88 /* H W KH KW PH PW S D GCin GCout */
89 b->Args({ 28, 28, 1, 1, 0, 0, 1, 1, 100, 50});
90 b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 50, 100});
91 /*************** Stage 3: stride-1 units *************/
92 /* H W KH KW PH PW S D GCin GCout */
93 b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 200, 50});
94 b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 50, 200});
95 /*************** Stage 4: stride-2 unit **************/
96 /* H W KH KW PH PW S D GCin GCout */
97 b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 200, 100});
98 b->Args({ 7, 7, 1, 1, 0, 0, 1, 1, 100, 200});
99 /*************** Stage 4: stride-1 units *************/
100 /* H W KH KW PH PW S D GCin GCout */
101 b->Args({ 7, 7, 1, 1, 0, 0, 1, 1, 400, 100});
102 b->Args({ 7, 7, 1, 1, 0, 0, 1, 1, 100, 400});
103}
104
105// ShuffleNet v1 with 3 groups.
106static void ShuffleNetV1G3ConvArguments(benchmark::internal::Benchmark* b) {
107 b->ArgNames({"H", "W", "KH", "KW", "PH", "PW", "S", "D", "GCin", "GCout"});
108
109 /*********************** Conv 1 **********************/
110 /* H W KH KW PH PW S D GCin GCout */
111 b->Args({224, 224, 3, 3, 2, 2, 2, 1, 3, 24});
112 /*************** Stage 2: stride-2 unit **************/
113 /* H W KH KW PH PW S D GCin GCout */
114 b->Args({ 56, 56, 1, 1, 0, 0, 1, 1, 24, 60});
115 b->Args({ 28, 28, 1, 1, 0, 0, 1, 1, 20, 72});
116 /*************** Stage 2: stride-1 units *************/
117 /* H W KH KW PH PW S D GCin GCout */
118 b->Args({ 28, 28, 1, 1, 0, 0, 1, 1, 80, 20});
119 b->Args({ 28, 28, 1, 1, 0, 0, 1, 1, 20, 80});
120 /*************** Stage 3: stride-2 unit **************/
121 /* H W KH KW PH PW S D GCin GCout */
122 b->Args({ 28, 28, 1, 1, 0, 0, 1, 1, 80, 40});
123 b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 40, 80});
124 /*************** Stage 3: stride-1 units *************/
125 /* H W KH KW PH PW S D GCin GCout */
126 b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 160, 40});
127 b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 40, 160});
128 /*************** Stage 4: stride-2 unit **************/
129 /* H W KH KW PH PW S D GCin GCout */
130 b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 160, 80});
131 b->Args({ 7, 7, 1, 1, 0, 0, 1, 1, 80, 160});
132 /*************** Stage 4: stride-1 units *************/
133 /* H W KH KW PH PW S D GCin GCout */
134 b->Args({ 7, 7, 1, 1, 0, 0, 1, 1, 320, 80});
135 b->Args({ 7, 7, 1, 1, 0, 0, 1, 1, 80, 320});
136}
137
138// ShuffleNet v1 with 4 groups.
139static void ShuffleNetV1G4ConvArguments(benchmark::internal::Benchmark* b) {
140 b->ArgNames({"H", "W", "KH", "KW", "PH", "PW", "S", "D", "GCin", "GCout"});
141
142 /*********************** Conv 1 **********************/
143 /* H W KH KW PH PW S D GCin GCout */
144 b->Args({224, 224, 3, 3, 2, 2, 2, 1, 3, 24});
145 /*************** Stage 2: stride-2 unit **************/
146 /* H W KH KW PH PW S D GCin GCout */
147 b->Args({ 56, 56, 1, 1, 0, 0, 1, 1, 24, 68});
148 b->Args({ 28, 28, 1, 1, 0, 0, 1, 1, 17, 62});
149 /*************** Stage 2: stride-1 units *************/
150 /* H W KH KW PH PW S D GCin GCout */
151 b->Args({ 28, 28, 1, 1, 0, 0, 1, 1, 68, 17});
152 b->Args({ 28, 28, 1, 1, 0, 0, 1, 1, 17, 68});
153 /*************** Stage 3: stride-2 unit **************/
154 /* H W KH KW PH PW S D GCin GCout */
155 b->Args({ 28, 28, 1, 1, 0, 0, 1, 1, 68, 34});
156 b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 34, 68});
157 /*************** Stage 3: stride-1 units *************/
158 /* H W KH KW PH PW S D GCin GCout */
159 b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 136, 34});
160 b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 34, 136});
161 /*************** Stage 4: stride-2 unit **************/
162 /* H W KH KW PH PW S D GCin GCout */
163 b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 136, 68});
164 b->Args({ 7, 7, 1, 1, 0, 0, 1, 1, 68, 136});
165 /*************** Stage 4: stride-1 units *************/
166 /* H W KH KW PH PW S D GCin GCout */
167 b->Args({ 7, 7, 1, 1, 0, 0, 1, 1, 272, 68});
168 b->Args({ 7, 7, 1, 1, 0, 0, 1, 1, 68, 272});
169}
170
171// ShuffleNet v1 with 8 groups.
172static void ShuffleNetV1G8ConvArguments(benchmark::internal::Benchmark* b) {
173 b->ArgNames({"H", "W", "KH", "KW", "PH", "PW", "S", "D", "GCin", "GCout"});
174
175 /*********************** Conv 1 **********************/
176 /* H W KH KW PH PW S D GCin GCout */
177 b->Args({224, 224, 3, 3, 2, 2, 2, 1, 3, 24});
178 /*************** Stage 2: stride-2 unit **************/
179 /* H W KH KW PH PW S D GCin GCout */
180 b->Args({ 56, 56, 1, 1, 0, 0, 1, 1, 24, 96});
181 b->Args({ 28, 28, 1, 1, 0, 0, 1, 1, 12, 45});
182 /*************** Stage 2: stride-1 units *************/
183 /* H W KH KW PH PW S D GCin GCout */
184 b->Args({ 28, 28, 1, 1, 0, 0, 1, 1, 48, 12});
185 b->Args({ 28, 28, 1, 1, 0, 0, 1, 1, 12, 48});
186 /*************** Stage 3: stride-2 unit **************/
187 /* H W KH KW PH PW S D GCin GCout */
188 b->Args({ 28, 28, 1, 1, 0, 0, 1, 1, 48, 24});
189 b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 24, 48});
190 /*************** Stage 3: stride-1 units *************/
191 /* H W KH KW PH PW S D GCin GCout */
192 b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 96, 24});
193 b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 24, 96});
194 /*************** Stage 4: stride-2 unit **************/
195 /* H W KH KW PH PW S D GCin GCout */
196 b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 96, 48});
197 b->Args({ 7, 7, 1, 1, 0, 0, 1, 1, 48, 96});
198 /*************** Stage 4: stride-1 units *************/
199 /* H W KH KW PH PW S D GCin GCout */
200 b->Args({ 7, 7, 1, 1, 0, 0, 1, 1, 192, 48});
201 b->Args({ 7, 7, 1, 1, 0, 0, 1, 1, 48, 192});
202}
203
204// ShuffleNet v2 (0.5X scale).
205static void ShuffleNetV2X05ConvArguments(benchmark::internal::Benchmark* b) {
206 b->ArgNames({"H", "W", "KH", "KW", "PH", "PW", "S", "D", "GCin", "GCout"});
207
208 /*********************** Conv 1 **********************/
209 /* H W KH KW PH PW S D GCin GCout */
210 b->Args({224, 224, 3, 3, 2, 2, 2, 1, 3, 24});
211 /********************** Stage 2 **********************/
212 /* H W KH KW PH PW S D GCin GCout */
213 b->Args({ 28, 28, 1, 1, 0, 0, 1, 1, 24, 24});
214 b->Args({ 56, 56, 1, 1, 0, 0, 1, 1, 24, 24});
215 /********************** Stage 3 **********************/
216 /* H W KH KW PH PW S D GCin GCout */
217 b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 48, 48});
218 b->Args({ 28, 28, 1, 1, 0, 0, 1, 1, 48, 48});
219 /********************** Stage 4 **********************/
220 /* H W KH KW PH PW S D GCin GCout */
221 b->Args({ 7, 7, 1, 1, 0, 0, 1, 1, 96, 96});
222 b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 96, 96});
223 /*********************** Conv 5 **********************/
224 /* H W KH KW PH PW S D GCin GCout */
225 b->Args({ 7, 7, 1, 1, 0, 0, 1, 1, 192, 1024});
226}
227
228// ShuffleNet v2 (1.0X scale).
229static void ShuffleNetV2X10ConvArguments(benchmark::internal::Benchmark* b) {
230 b->ArgNames({"H", "W", "KH", "KW", "PH", "PW", "S", "D", "GCin", "GCout"});
231
232 /*********************** Conv 1 **********************/
233 /* H W KH KW PH PW S D GCin GCout */
234 b->Args({224, 224, 3, 3, 2, 2, 2, 1, 3, 24});
235 /********************** Stage 2 **********************/
236 /* H W KH KW PH PW S D GCin GCout */
237 b->Args({ 28, 28, 1, 1, 0, 0, 1, 1, 24, 58});
238 b->Args({ 56, 56, 1, 1, 0, 0, 1, 1, 24, 58});
239 b->Args({ 28, 28, 1, 1, 0, 0, 1, 1, 58, 58});
240 /********************** Stage 3 **********************/
241 /* H W KH KW PH PW S D GCin GCout */
242 b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 116, 116});
243 b->Args({ 28, 28, 1, 1, 0, 0, 1, 1, 116, 116});
244 /********************** Stage 4 **********************/
245 /* H W KH KW PH PW S D GCin GCout */
246 b->Args({ 7, 7, 1, 1, 0, 0, 1, 1, 232, 232});
247 b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 232, 232});
248 /*********************** Conv 5 **********************/
249 /* H W KH KW PH PW S D GCin GCout */
250 b->Args({ 7, 7, 1, 1, 0, 0, 1, 1, 464, 1024});
251}
252
253// ShuffleNet v2 (1.5X scale).
254static void ShuffleNetV2X15ConvArguments(benchmark::internal::Benchmark* b) {
255 b->ArgNames({"H", "W", "KH", "KW", "PH", "PW", "S", "D", "GCin", "GCout"});
256
257 /*********************** Conv 1 **********************/
258 /* H W KH KW PH PW S D GCin GCout */
259 b->Args({224, 224, 3, 3, 2, 2, 2, 1, 3, 24});
260 /********************** Stage 2 **********************/
261 /* H W KH KW PH PW S D GCin GCout */
262 b->Args({ 28, 28, 1, 1, 0, 0, 1, 1, 24, 88});
263 b->Args({ 56, 56, 1, 1, 0, 0, 1, 1, 24, 88});
264 b->Args({ 28, 28, 1, 1, 0, 0, 1, 1, 88, 88});
265 /********************** Stage 3 **********************/
266 /* H W KH KW PH PW S D GCin GCout */
267 b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 176, 176});
268 b->Args({ 28, 28, 1, 1, 0, 0, 1, 1, 176, 176});
269 /********************** Stage 4 **********************/
270 /* H W KH KW PH PW S D GCin GCout */
271 b->Args({ 7, 7, 1, 1, 0, 0, 1, 1, 352, 352});
272 b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 352, 352});
273 /*********************** Conv 5 **********************/
274 /* H W KH KW PH PW S D GCin GCout */
275 b->Args({ 7, 7, 1, 1, 0, 0, 1, 1, 704, 1024});
276}
277
278// ShuffleNet v2 (2.0X scale).
279static void ShuffleNetV2X20ConvArguments(benchmark::internal::Benchmark* b) {
280 b->ArgNames({"H", "W", "KH", "KW", "PH", "PW", "S", "D", "GCin", "GCout"});
281
282 /*********************** Conv 1 **********************/
283 /* H W KH KW PH PW S D GCin GCout */
284 b->Args({224, 224, 3, 3, 2, 2, 2, 1, 3, 24});
285 /********************** Stage 2 **********************/
286 /* H W KH KW PH PW S D GCin GCout */
287 b->Args({ 28, 28, 1, 1, 0, 0, 1, 1, 24, 122});
288 b->Args({ 56, 56, 1, 1, 0, 0, 1, 1, 24, 122});
289 b->Args({ 28, 28, 1, 1, 0, 0, 1, 1, 122, 122});
290 /********************** Stage 3 **********************/
291 /* H W KH KW PH PW S D GCin GCout */
292 b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 244, 244});
293 b->Args({ 28, 28, 1, 1, 0, 0, 1, 1, 244, 244});
294 /********************** Stage 4 **********************/
295 /* H W KH KW PH PW S D GCin GCout */
296 b->Args({ 7, 7, 1, 1, 0, 0, 1, 1, 488, 488});
297 b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 488, 488});
298 /*********************** Conv 5 **********************/
299 /* H W KH KW PH PW S D GCin GCout */
300 b->Args({ 7, 7, 1, 1, 0, 0, 1, 1, 976, 2048});
301}
302
303static void MobileNetV1ConvArguments(benchmark::internal::Benchmark* b) {
304 b->ArgNames({"H", "W", "KH", "KW", "PH", "PW", "S", "D", "GCin", "GCout"});
305
306 /* H W KH KW PH PW S D GCin GCout */
307 b->Args({224, 224, 3, 3, 2, 2, 2, 1, 3, 32});
308 b->Args({112, 112, 1, 1, 0, 0, 1, 1, 32, 64});
309 b->Args({ 56, 56, 1, 1, 0, 0, 1, 1, 64, 128});
310 b->Args({ 56, 56, 1, 1, 0, 0, 1, 1, 128, 128});
311 b->Args({ 28, 28, 1, 1, 0, 0, 1, 1, 128, 256});
312 b->Args({ 28, 28, 1, 1, 0, 0, 1, 1, 256, 256});
313 b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 256, 512});
314 b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 512, 512});
315 b->Args({ 7, 7, 1, 1, 0, 0, 1, 1, 512, 1024});
316 b->Args({ 7, 7, 1, 1, 0, 0, 1, 1, 1024, 1024});
317}
318
319static void MobileNetV2ConvArguments(benchmark::internal::Benchmark* b) {
320 b->ArgNames({"H", "W", "KH", "KW", "PH", "PW", "S", "D", "GCin", "GCout"});
321
322 /* H W KH KW PH PW S D GCin GCout */
323 b->Args({224, 224, 3, 3, 2, 2, 2, 1, 3, 32});
324
325 /******************** Bottleneck 1 *******************/
326 /* H W KH KW PH PW S D GCin GCout */
327 b->Args({112, 112, 1, 1, 0, 0, 1, 1, 32, 16});
328
329 /******************** Bottleneck 2 *******************/
330 /* H W KH KW PH PW S D GCin GCout */
331 b->Args({112, 112, 1, 1, 0, 0, 1, 1, 16, 96});
332 b->Args({ 56, 56, 1, 1, 0, 0, 1, 1, 96, 24});
333 b->Args({ 56, 56, 1, 1, 0, 0, 1, 1, 24, 144});
334 b->Args({ 56, 56, 1, 1, 0, 0, 1, 1, 144, 24});
335
336 /******************** Bottleneck 3 *******************/
337 /* H W KH KW PH PW S D GCin GCout */
338//b->Args({ 56, 56, 1, 1, 0, 0, 1, 1, 24, 144});
339 b->Args({ 28, 28, 1, 1, 0, 0, 1, 1, 144, 32});
340 b->Args({ 28, 28, 1, 1, 0, 0, 1, 1, 32, 192});
341 b->Args({ 28, 28, 1, 1, 0, 0, 1, 1, 192, 32});
342//b->Args({ 28, 28, 1, 1, 0, 0, 1, 1, 32, 192});
343//b->Args({ 28, 28, 1, 1, 0, 0, 1, 1, 192, 32});
344
345 /******************** Bottleneck 4 *******************/
346 /* H W KH KW PH PW S D GCin GCout */
347//b->Args({ 28, 28, 1, 1, 0, 0, 1, 1, 32, 192});
348 b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 192, 64});
349 b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 64, 384});
350 b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 384, 64});
351//b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 64, 384});
352//b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 384, 64});
353//b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 64, 384});
354//b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 384, 64});
355
356 /******************** Bottleneck 5 *******************/
357 /* H W KH KW PH PW S D GCin GCout */
358//b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 64, 384});
359 b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 384, 96});
360 b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 96, 576});
361 b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 576, 96});
362//b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 96, 576});
363//b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 576, 96});
364
365 /******************** Bottleneck 6 *******************/
366 /* H W KH KW PH PW S D GCin GCout */
367//b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 96, 576});
368 b->Args({ 7, 7, 1, 1, 0, 0, 1, 1, 576, 160});
369 b->Args({ 7, 7, 1, 1, 0, 0, 1, 1, 160, 960});
370 b->Args({ 7, 7, 1, 1, 0, 0, 1, 1, 960, 160});
371//b->Args({ 7, 7, 1, 1, 0, 0, 1, 1, 160, 960});
372//b->Args({ 7, 7, 1, 1, 0, 0, 1, 1, 960, 160});
373
374 /******************** Bottleneck 7 *******************/
375 /* H W KH KW PH PW S D GCin GCout */
376//b->Args({ 7, 7, 1, 1, 0, 0, 1, 1, 160, 960});
377 b->Args({ 7, 7, 1, 1, 0, 0, 1, 1, 960, 320});
378
379 /**************** Pre-pooling Conv2D *****************/
380 /* H W KH KW PH PW S D GCin GCout */
381 b->Args({ 7, 7, 1, 1, 0, 0, 1, 1, 320, 1280});
382 /**************** Post-pooling Conv2D ****************/
383 /* H W KH KW PH PW S D GCin GCout */
384 b->Args({ 1, 1, 1, 1, 0, 0, 1, 1, 1280, 1000});
385}
386
387static void MobileNetV3SmallConvArguments(benchmark::internal::Benchmark* b) {
388 b->ArgNames({"H", "W", "KH", "KW", "PH", "PW", "S", "D", "GCin", "GCout"});
389
390 /******************* Initial Stage *******************/
391 /* H W KH KW PH PW S D GCin GCout */
392 b->Args({224, 224, 3, 3, 2, 2, 2, 1, 3, 16});
393 /******************** Bottleneck 1 *******************/
394 /* H W KH KW PH PW S D GCin GCout */
395 b->Args({ 1, 1, 1, 1, 0, 0, 1, 1, 16, 8});
396 b->Args({ 1, 1, 1, 1, 0, 0, 1, 1, 8, 16});
397 b->Args({ 56, 56, 1, 1, 0, 0, 1, 1, 16, 16});
398 /******************** Bottleneck 2 *******************/
399 /* H W KH KW PH PW S D GCin GCout */
400 b->Args({ 56, 56, 1, 1, 0, 0, 1, 1, 16, 72});
401 b->Args({ 28, 28, 1, 1, 0, 0, 1, 1, 72, 24});
402 /******************** Bottleneck 3 *******************/
403 /* H W KH KW PH PW S D GCin GCout */
404 b->Args({ 28, 28, 1, 1, 0, 0, 1, 1, 24, 88});
405 b->Args({ 28, 28, 1, 1, 0, 0, 1, 1, 88, 24});
406 /******************** Bottleneck 4 *******************/
407 /* H W KH KW PH PW S D GCin GCout */
408 b->Args({ 28, 28, 1, 1, 0, 0, 1, 1, 24, 96});
409 b->Args({ 1, 1, 1, 1, 0, 0, 1, 1, 96, 24});
410 b->Args({ 1, 1, 1, 1, 0, 0, 1, 1, 24, 96});
411 b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 96, 40});
412 /******************** Bottleneck 5 *******************/
413 /* H W KH KW PH PW S D GCin GCout */
414 b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 40, 240});
415 b->Args({ 1, 1, 1, 1, 0, 0, 1, 1, 240, 64});
416 b->Args({ 1, 1, 1, 1, 0, 0, 1, 1, 64, 240});
417 b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 240, 40});
418 /******************** Bottleneck 6 *******************/
419 /* H W KH KW PH PW S D GCin GCout */
420//b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 40, 240});
421//b->Args({ 1, 1, 1, 1, 0, 0, 1, 1, 240, 64});
422//b->Args({ 1, 1, 1, 1, 0, 0, 1, 1, 64, 240});
423//b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 240, 40});
424 /******************** Bottleneck 7 *******************/
425 /* H W KH KW PH PW S D GCin GCout */
426 b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 40, 120});
427 b->Args({ 1, 1, 1, 1, 0, 0, 1, 1, 120, 32});
428 b->Args({ 1, 1, 1, 1, 0, 0, 1, 1, 32, 120});
429 b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 120, 48});
430 /******************** Bottleneck 8 *******************/
431 /* H W KH KW PH PW S D GCin GCout */
432 b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 48, 144});
433 b->Args({ 1, 1, 1, 1, 0, 0, 1, 1, 144, 40});
434 b->Args({ 1, 1, 1, 1, 0, 0, 1, 1, 40, 144});
435 b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 144, 48});
436 /******************** Bottleneck 9 *******************/
437 /* H W KH KW PH PW S D GCin GCout */
438 b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 48, 288});
439 b->Args({ 1, 1, 1, 1, 0, 0, 1, 1, 288, 72});
440 b->Args({ 1, 1, 1, 1, 0, 0, 1, 1, 72, 288});
441 b->Args({ 7, 7, 1, 1, 0, 0, 1, 1, 288, 96});
442 /******************* Bottleneck 10 *******************/
443 /* H W KH KW PH PW S D GCin GCout */
444 b->Args({ 7, 7, 1, 1, 0, 0, 1, 1, 96, 576});
445 b->Args({ 1, 1, 1, 1, 0, 0, 1, 1, 576, 144});
446 b->Args({ 1, 1, 1, 1, 0, 0, 1, 1, 144, 576});
447 b->Args({ 7, 7, 1, 1, 0, 0, 1, 1, 576, 96});
448 /******************* Bottleneck 11 *******************/
449 /* H W KH KW PH PW S D GCin GCout */
450//b->Args({ 7, 7, 1, 1, 0, 0, 1, 1, 96, 576});
451//b->Args({ 1, 1, 1, 1, 0, 0, 1, 1, 576, 144});
452//b->Args({ 1, 1, 1, 1, 0, 0, 1, 1, 144, 576});
453//b->Args({ 7, 7, 1, 1, 0, 0, 1, 1, 576, 96});
454 /********************* Last Stage ********************/
455 /* H W KH KW PH PW S D GCin GCout */
456//b->Args({ 7, 7, 1, 1, 0, 0, 1, 1, 96, 576});
457 b->Args({ 1, 1, 1, 1, 0, 0, 1, 1, 576, 1024});
458 b->Args({ 1, 1, 1, 1, 0, 0, 1, 1, 1024, 1001});
459}
460
461static void MobileNetV3LargeConvArguments(benchmark::internal::Benchmark* b) {
462 b->ArgNames({"H", "W", "KH", "KW", "PH", "PW", "S", "D", "GCin", "GCout"});
463
464 /******************* Initial Stage *******************/
465 /* H W KH KW PH PW S D GCin GCout */
466 b->Args({224, 224, 3, 3, 2, 2, 2, 1, 3, 16});
467 /******************** Bottleneck 1 *******************/
468 /* H W KH KW PH PW S D GCin GCout */
469 b->Args({112, 112, 1, 1, 0, 0, 1, 1, 16, 16});
470 /******************** Bottleneck 2 *******************/
471 /* H W KH KW PH PW S D GCin GCout */
472 b->Args({112, 112, 1, 1, 0, 0, 1, 1, 16, 64});
473 b->Args({ 56, 56, 1, 1, 0, 0, 1, 1, 64, 24});
474 /******************** Bottleneck 3 *******************/
475 /* H W KH KW PH PW S D GCin GCout */
476 b->Args({ 56, 56, 1, 1, 0, 0, 1, 1, 24, 72});
Frank Barcharde104aa32020-01-27 12:12:38 -0800[diff] [blame]477 b->Args({ 56, 56, 1, 1, 0, 0, 1, 1, 72, 24});
XNNPACK Teamb455b122019-09-27 18:10:33 -0700[diff] [blame]478 /******************** Bottleneck 4 *******************/
479 /* H W KH KW PH PW S D GCin GCout */
480//b->Args({ 56, 56, 1, 1, 0, 0, 1, 1, 24, 72});*/
481 b->Args({ 1, 1, 1, 1, 0, 0, 1, 1, 72, 24});
482 b->Args({ 1, 1, 1, 1, 0, 0, 1, 1, 24, 72});
483 b->Args({ 28, 28, 1, 1, 0, 0, 1, 1, 72, 40});
484 /******************** Bottleneck 5 *******************/
485 /* H W KH KW PH PW S D GCin GCout */
486 b->Args({ 28, 28, 1, 1, 0, 0, 1, 1, 40, 120});
487 b->Args({ 1, 1, 1, 1, 0, 0, 1, 1, 120, 32});
488 b->Args({ 1, 1, 1, 1, 0, 0, 1, 1, 32, 120});
489 b->Args({ 28, 28, 1, 1, 0, 0, 1, 1, 120, 40});
490 /******************** Bottleneck 6 *******************/
491 /* H W KH KW PH PW S D GCin GCout */
492//b->Args({ 28, 28, 1, 1, 0, 0, 1, 1, 40, 120});
493//b->Args({ 1, 1, 1, 1, 0, 0, 1, 1, 120, 32});
494//b->Args({ 1, 1, 1, 1, 0, 0, 1, 1, 32, 120});
495//b->Args({ 28, 28, 1, 1, 0, 0, 1, 1, 120, 40});
496 /******************** Bottleneck 7 *******************/
497 /* H W KH KW PH PW S D GCin GCout */
498 b->Args({ 28, 28, 1, 1, 0, 0, 1, 1, 40, 240});
499 b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 240, 80});
500 /******************** Bottleneck 8 *******************/
501 /* H W KH KW PH PW S D GCin GCout */
502 b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 80, 200});
503 b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 200, 80});
504 /******************** Bottleneck 9 *******************/
505 /* H W KH KW PH PW S D GCin GCout */
506 b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 80, 184});
507 b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 184, 80});
508 /******************* Bottleneck 10 *******************/
509 /* H W KH KW PH PW S D GCin GCout */
510//b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 80, 184});
511//b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 184, 80});
512 /******************* Bottleneck 11 *******************/
513 /* H W KH KW PH PW S D GCin GCout */
514 b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 80, 480});
515 b->Args({ 1, 1, 1, 1, 0, 0, 1, 1, 480, 120});
516 b->Args({ 1, 1, 1, 1, 0, 0, 1, 1, 120, 480});
517 b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 480, 112});
518 /******************* Bottleneck 12 *******************/
519 /* H W KH KW PH PW S D GCin GCout */
520 b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 112, 672});
521 b->Args({ 1, 1, 1, 1, 0, 0, 1, 1, 672, 168});
522 b->Args({ 1, 1, 1, 1, 0, 0, 1, 1, 168, 672});
523 b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 672, 112});
524 /******************* Bottleneck 13 *******************/
525 /* H W KH KW PH PW S D GCin GCout */
526//b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 112, 672});
527 b->Args({ 7, 7, 1, 1, 0, 0, 1, 1, 672, 160});
528 /******************* Bottleneck 14 *******************/
529 /* H W KH KW PH PW S D GCin GCout */
530 b->Args({ 7, 7, 1, 1, 0, 0, 1, 1, 160, 960});
531 b->Args({ 1, 1, 1, 1, 0, 0, 1, 1, 960, 240});
532 b->Args({ 1, 1, 1, 1, 0, 0, 1, 1, 240, 960});
533 b->Args({ 7, 7, 1, 1, 0, 0, 1, 1, 960, 160});
534 /******************* Bottleneck 15 *******************/
535 /* H W KH KW PH PW S D GCin GCout */
536//b->Args({ 7, 7, 1, 1, 0, 0, 1, 1, 160, 960});
537//b->Args({ 1, 1, 1, 1, 0, 0, 1, 1, 960, 240});
538//b->Args({ 1, 1, 1, 1, 0, 0, 1, 1, 240, 960});
539//b->Args({ 7, 7, 1, 1, 0, 0, 1, 1, 960, 160});
540 /******************** Last Stage *********************/
541 /* H W KH KW PH PW S D GCin GCout */
542//b->Args({ 7, 7, 1, 1, 0, 0, 1, 1, 160, 960});
543 b->Args({ 1, 1, 1, 1, 0, 0, 1, 1, 960, 1280});
544 b->Args({ 1, 1, 1, 1, 0, 0, 1, 1, 1280, 1001});
545}
546
547// SqueezeNet 1.0
548static void SqueezeNetV10ConvArguments(benchmark::internal::Benchmark* b) {
549 b->ArgNames({"H", "W", "KH", "KW", "PH", "PW", "S", "D", "GCin", "GCout"});
550
551 /*********************** Conv 1 **********************/
552 /* H W KH KW PH PW S D GCin GCout */
553 b->Args({224, 224, 7, 7, 6, 6, 2, 1, 3, 96});
554 /*********************** Fire 2 **********************/
555 /* H W KH KW PH PW S D GCin GCout */
556 b->Args({ 55, 55, 1, 1, 0, 0, 1, 1, 96, 16});
557 b->Args({ 55, 55, 1, 1, 0, 0, 1, 1, 16, 64});
558 b->Args({ 55, 55, 3, 3, 2, 2, 1, 1, 16, 64});
559 /*********************** Fire 3 **********************/
560 /* H W KH KW PH PW S D GCin GCout */
561 b->Args({ 56, 55, 1, 1, 0, 0, 1, 1, 128, 16});
562//b->Args({ 55, 55, 1, 1, 0, 0, 1, 1, 16, 64});
563//b->Args({ 55, 55, 3, 3, 2, 2, 1, 1, 16, 64});
564 /*********************** Fire 4 **********************/
565 /* H W KH KW PH PW S D GCin GCout */
566 b->Args({ 55, 55, 1, 1, 0, 0, 1, 1, 128, 32});
567 b->Args({ 55, 55, 1, 1, 0, 0, 1, 1, 32, 128});
568 b->Args({ 55, 55, 3, 3, 2, 2, 1, 1, 32, 128});
569 /*********************** Fire 5 **********************/
570 /* H W KH KW PH PW S D GCin GCout */
571 b->Args({ 27, 27, 1, 1, 0, 0, 1, 1, 256, 32});
572 b->Args({ 27, 27, 1, 1, 0, 0, 1, 1, 32, 128});
573 b->Args({ 27, 27, 3, 3, 2, 2, 1, 1, 32, 128});
574 /*********************** Fire 6 **********************/
575 /* H W KH KW PH PW S D GCin GCout */
576 b->Args({ 27, 27, 1, 1, 0, 0, 1, 1, 256, 48});
577 b->Args({ 27, 27, 1, 1, 0, 0, 1, 1, 48, 192});
578 b->Args({ 27, 27, 3, 3, 2, 2, 1, 1, 48, 192});
579 /*********************** Fire 7 **********************/
580 /* H W KH KW PH PW S D GCin GCout */
581 b->Args({ 27, 27, 1, 1, 0, 0, 1, 1, 384, 48});
582//b->Args({ 27, 27, 1, 1, 0, 0, 1, 1, 48, 192});
583//b->Args({ 27, 27, 3, 3, 2, 2, 1, 1, 48, 192});
584 /*********************** Fire 8 **********************/
585 /* H W KH KW PH PW S D GCin GCout */
586 b->Args({ 27, 27, 1, 1, 0, 0, 1, 1, 384, 64});
587 b->Args({ 27, 27, 1, 1, 0, 0, 1, 1, 64, 256});
588 b->Args({ 27, 27, 3, 3, 2, 2, 1, 1, 64, 256});
589 /*********************** Fire 9 **********************/
590 /* H W KH KW PH PW S D GCin GCout */
591 b->Args({ 13, 13, 1, 1, 0, 0, 1, 1, 512, 64});
592 b->Args({ 13, 13, 1, 1, 0, 0, 1, 1, 64, 256});
593 b->Args({ 13, 13, 3, 3, 2, 2, 1, 1, 64, 256});
594 /********************** Conv 10 **********************/
595 /* H W KH KW PH PW S D GCin GCout */
596 b->Args({ 13, 13, 1, 1, 0, 0, 1, 1, 512, 1000});
597}
598
599// SqueezeNet 1.1
600static void SqueezeNetV11ConvArguments(benchmark::internal::Benchmark* b) {
601 b->ArgNames({"H", "W", "KH", "KW", "PH", "PW", "S", "D", "GCin", "GCout"});
602
603 /*********************** Conv 1 **********************/
604 /* H W KH KW PH PW S D GCin GCout */
605 b->Args({224, 224, 3, 3, 2, 2, 2, 1, 3, 64});
606 /*********************** Fire 2 **********************/
607 /* H W KH KW PH PW S D GCin GCout */
608 b->Args({ 55, 55, 1, 1, 0, 0, 1, 1, 64, 16});
609 b->Args({ 55, 55, 1, 1, 0, 0, 1, 1, 16, 64});
610 b->Args({ 55, 55, 3, 3, 2, 2, 1, 1, 16, 64});
611 /*********************** Fire 3 **********************/
612 /* H W KH KW PH PW S D GCin GCout */
613 b->Args({ 55, 55, 1, 1, 0, 0, 1, 1, 128, 16});
614//b->Args({ 55, 55, 1, 1, 0, 0, 1, 1, 16, 64});
615//b->Args({ 55, 55, 3, 3, 2, 2, 1, 1, 16, 64});
616 /*********************** Fire 4 **********************/
617 /* H W KH KW PH PW S D GCin GCout */
618 b->Args({ 27, 27, 1, 1, 0, 0, 1, 1, 128, 32});
619 b->Args({ 27, 27, 1, 1, 0, 0, 1, 1, 32, 128});
620 b->Args({ 27, 27, 3, 3, 2, 2, 1, 1, 32, 128});
621 /*********************** Fire 5 **********************/
622 /* H W KH KW PH PW S D GCin GCout */
623 b->Args({ 27, 27, 1, 1, 0, 0, 1, 1, 256, 32});
624//b->Args({ 27, 27, 1, 1, 0, 0, 1, 1, 32, 128});
625//b->Args({ 27, 27, 3, 3, 2, 2, 1, 1, 32, 128});
626 /*********************** Fire 6 **********************/
627 /* H W KH KW PH PW S D GCin GCout */
628 b->Args({ 13, 13, 1, 1, 0, 0, 1, 1, 256, 48});
629 b->Args({ 13, 13, 1, 1, 0, 0, 1, 1, 48, 192});
630 b->Args({ 13, 13, 3, 3, 2, 2, 1, 1, 48, 192});
631 /*********************** Fire 7 **********************/
632 /* H W KH KW PH PW S D GCin GCout */
633 b->Args({ 13, 13, 1, 1, 0, 0, 1, 1, 384, 48});
634//b->Args({ 13, 13, 1, 1, 0, 0, 1, 1, 48, 192});
635//b->Args({ 13, 13, 3, 3, 2, 2, 1, 1, 48, 192});
636 /*********************** Fire 8 **********************/
637 /* H W KH KW PH PW S D GCin GCout */
638 b->Args({ 13, 13, 1, 1, 0, 0, 1, 1, 384, 64});
639 b->Args({ 13, 13, 1, 1, 0, 0, 1, 1, 64, 256});
640 b->Args({ 13, 13, 3, 3, 2, 2, 1, 1, 64, 256});
641 /*********************** Fire 9 **********************/
642 /* H W KH KW PH PW S D GCin GCout */
643 b->Args({ 13, 13, 1, 1, 0, 0, 1, 1, 512, 64});
644//b->Args({ 13, 13, 1, 1, 0, 0, 1, 1, 64, 256});
645//b->Args({ 13, 13, 3, 3, 2, 2, 1, 1, 64, 256});
646 /********************** Conv 10 **********************/
647 /* H W KH KW PH PW S D GCin GCout */
648 b->Args({ 13, 13, 1, 1, 0, 0, 1, 1, 512, 1000});
649}
650
651static void InceptionV3ConvArguments(benchmark::internal::Benchmark* b) {
652 b->ArgNames({"H", "W", "KH", "KW", "PH", "PW", "S", "D", "GCin", "GCout"});
653
654 /* H W KH KW PH PW S D GCin GCout */
655 b->Args({299, 299, 3, 3, 0, 0, 2, 1, 3, 32});
656 b->Args({149, 149, 3, 3, 0, 0, 1, 1, 32, 32});
657 b->Args({147, 147, 3, 3, 2, 2, 1, 1, 32, 64});
658 b->Args({ 73, 73, 1, 1, 0, 0, 1, 1, 64, 80});
659 b->Args({ 73, 73, 3, 3, 0, 0, 1, 1, 80, 192});
660 b->Args({ 35, 35, 1, 1, 0, 0, 1, 1, 192, 64});
661 b->Args({ 35, 35, 1, 1, 0, 0, 1, 1, 192, 48});
662 b->Args({ 35, 35, 5, 5, 4, 4, 1, 1, 48, 64});
663 b->Args({ 35, 35, 3, 3, 2, 2, 1, 1, 64, 96});
664 b->Args({ 35, 35, 3, 3, 2, 2, 1, 1, 96, 96});
665 b->Args({ 35, 35, 1, 1, 0, 0, 1, 1, 192, 32});
666 b->Args({ 35, 35, 1, 1, 0, 0, 1, 1, 256, 64});
667 b->Args({ 35, 35, 1, 1, 0, 0, 1, 1, 256, 48});
668 b->Args({ 35, 35, 1, 1, 0, 0, 1, 1, 288, 64});
669 b->Args({ 35, 35, 1, 1, 0, 0, 1, 1, 288, 48});
670 b->Args({ 35, 35, 3, 3, 0, 0, 2, 1, 288, 384});
671 b->Args({ 35, 35, 3, 3, 0, 0, 2, 1, 96, 96});
672 b->Args({ 17, 17, 1, 1, 0, 0, 1, 1, 768, 192});
673 b->Args({ 17, 17, 1, 1, 0, 0, 1, 1, 768, 128});
674 b->Args({ 17, 17, 1, 7, 0, 6, 1, 1, 128, 128});
675 b->Args({ 17, 17, 7, 1, 6, 0, 1, 1, 128, 192});
676 b->Args({ 17, 17, 7, 1, 6, 0, 1, 1, 128, 128});
677 b->Args({ 17, 17, 1, 7, 0, 6, 1, 1, 128, 192});
678 b->Args({ 17, 17, 1, 1, 0, 0, 1, 1, 768, 160});
679 b->Args({ 17, 17, 1, 7, 0, 6, 1, 1, 160, 160});
680 b->Args({ 17, 17, 7, 1, 6, 0, 1, 1, 160, 192});
681 b->Args({ 17, 17, 7, 1, 6, 0, 1, 1, 160, 160});
682 b->Args({ 17, 17, 1, 7, 0, 6, 1, 1, 160, 192});
683 b->Args({ 17, 17, 1, 7, 0, 6, 1, 1, 192, 192});
684 b->Args({ 17, 17, 7, 1, 6, 0, 1, 1, 192, 192});
685 b->Args({ 17, 17, 3, 3, 0, 0, 2, 1, 192, 320});
686 b->Args({ 17, 17, 3, 3, 0, 0, 2, 1, 192, 192});
687 b->Args({ 8, 8, 1, 1, 0, 0, 1, 1, 1280, 320});
688 b->Args({ 8, 8, 1, 1, 0, 0, 1, 1, 1280, 384});
689 b->Args({ 8, 8, 1, 3, 0, 2, 1, 1, 384, 384});
690 b->Args({ 8, 8, 3, 1, 2, 0, 1, 1, 384, 384});
691 b->Args({ 8, 8, 1, 1, 0, 0, 1, 1, 1280, 448});
692 b->Args({ 8, 8, 3, 3, 2, 2, 1, 1, 448, 384});
693 b->Args({ 8, 8, 1, 1, 0, 0, 1, 1, 1280, 192});
694 b->Args({ 8, 8, 1, 1, 0, 0, 1, 1, 2048, 320});
695 b->Args({ 8, 8, 1, 1, 0, 0, 1, 1, 2048, 384});
696 b->Args({ 8, 8, 1, 1, 0, 0, 1, 1, 2048, 448});
697 b->Args({ 8, 8, 1, 1, 0, 0, 1, 1, 2048, 192});
698 b->Args({ 1, 1, 1, 1, 0, 0, 1, 1, 2048, 1001});
699}
700
701static void ResNet18ConvArguments(benchmark::internal::Benchmark* b) {
702 b->ArgNames({"H", "W", "KH", "KW", "PH", "PW", "S", "D", "GCin", "GCout"});
703
704 /********************** Conv 1 ***********************/
705 /* H W KH KW PH PW S D GCin GCout */
706 b->Args({224, 224, 7, 7, 6, 6, 2, 1, 3, 64});
707 /********************* Conv 2.X **********************/
708 /* H W KH KW PH PW S D GCin GCout */
709 b->Args({ 56, 56, 3, 3, 2, 2, 1, 1, 64, 64});
710 /********************* Conv 3.X **********************/
711 /* H W KH KW PH PW S D GCin GCout */
712 b->Args({ 56, 56, 3, 3, 2, 2, 2, 1, 64, 128});
713 b->Args({ 28, 28, 3, 3, 2, 2, 1, 1, 128, 128});
714 b->Args({ 56, 56, 1, 1, 0, 0, 2, 1, 64, 128});
715 /********************* Conv 4.X **********************/
716 /* H W KH KW PH PW S D GCin GCout */
717 b->Args({ 28, 28, 3, 3, 2, 2, 2, 1, 128, 256});
718 b->Args({ 14, 14, 3, 3, 2, 2, 1, 1, 256, 256});
719 b->Args({ 28, 28, 1, 1, 0, 0, 2, 1, 128, 256});
720 /********************* Conv 5.X **********************/
721 /* H W KH KW PH PW S D GCin GCout */
722 b->Args({ 14, 14, 3, 3, 2, 2, 2, 1, 256, 512});
723 b->Args({ 7, 7, 3, 3, 2, 2, 1, 1, 512, 512});
724 b->Args({ 14, 14, 1, 1, 0, 0, 2, 1, 256, 512});
725}
726
727static void ResNet50ConvArguments(benchmark::internal::Benchmark* b) {
728 b->ArgNames({"H", "W", "KH", "KW", "PH", "PW", "S", "D", "GCin", "GCout"});
729
730 /********************** Conv 1 ***********************/
731 /* H W KH KW PH PW S D GCin GCout */
732 b->Args({224, 224, 7, 7, 6, 6, 2, 1, 3, 64});
733 /********************* Conv 2.1 **********************/
734 /* H W KH KW PH PW S D GCin GCout */
735 b->Args({ 56, 56, 1, 1, 0, 0, 1, 1, 64, 64});
736 b->Args({ 56, 56, 3, 3, 2, 2, 1, 1, 64, 64});
737 b->Args({ 56, 56, 1, 1, 0, 0, 1, 1, 64, 256});
738//b->Args({ 56, 56, 1, 1, 0, 0, 1, 1, 64, 256});
739 /********************* Conv 2.X **********************/
740 /* H W KH KW PH PW S D GCin GCout */
741 b->Args({ 56, 56, 1, 1, 0, 0, 1, 1, 256, 64});
742//b->Args({ 56, 56, 3, 3, 2, 2, 1, 1, 64, 64});
743//b->Args({ 56, 56, 1, 1, 0, 0, 1, 1, 64, 256});
744 /********************** Conv 3.1 *********************/
745 /* H W KH KW PH PW S D GCin GCout */
746 b->Args({ 56, 56, 1, 1, 0, 0, 1, 1, 256, 128});
747 b->Args({ 56, 56, 3, 3, 2, 2, 2, 1, 128, 128});
748 b->Args({ 28, 28, 1, 1, 0, 0, 1, 1, 128, 512});
749 b->Args({ 56, 56, 1, 1, 0, 0, 2, 1, 256, 512});
750 /********************** Conv 3.X *********************/
751 /* H W KH KW PH PW S D GCin GCout */
752 b->Args({ 28, 28, 1, 1, 0, 0, 1, 1, 512, 128});
753 b->Args({ 28, 28, 3, 3, 2, 2, 1, 1, 128, 128});
754//b->Args({ 28, 28, 1, 1, 0, 0, 1, 1, 128, 512});
755 /********************** Conv 4.1 *********************/
756 /* H W KH KW PH PW S D GCin GCout */
757 b->Args({ 28, 28, 1, 1, 0, 0, 1, 1, 512, 256});
758 b->Args({ 28, 28, 3, 3, 2, 2, 2, 1, 256, 256});
759 b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 256, 1024});
760 b->Args({ 28, 28, 1, 1, 0, 0, 2, 1, 512, 1024});
761 /********************** Conv 4.X *********************/
762 /* H W KH KW PH PW S D GCin GCout */
763 b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 1024, 256});
764 b->Args({ 14, 14, 3, 3, 2, 2, 1, 1, 256, 256});
765//b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 256, 1024});
766 /********************** Conv 5.1 *********************/
767 /* H W KH KW PH PW S D GCin GCout */
768 b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 1024, 512});
769 b->Args({ 14, 14, 3, 3, 2, 2, 2, 1, 512, 512});
770 b->Args({ 7, 7, 1, 1, 0, 0, 1, 1, 512, 2048});
771 b->Args({ 14, 14, 1, 1, 0, 0, 2, 1, 1024, 2048});
772 /********************** Conv 5.X *********************/
773 /* H W KH KW PH PW S D GCin GCout */
774 b->Args({ 7, 7, 1, 1, 0, 0, 1, 1, 2048, 512});
775 b->Args({ 7, 7, 3, 3, 2, 2, 1, 1, 512, 512});
776//b->Args({ 7, 7, 1, 1, 0, 0, 1, 1, 512, 2048});
777}
778
779static void VGGConvArguments(benchmark::internal::Benchmark* b) {
780 b->ArgNames({"H", "W", "KH", "KW", "PH", "PW", "S", "D", "GCin", "GCout"});
781
782 /********************** Conv 1.1 *********************/
783 /* H W KH KW PH PW S D GCin GCout */
784 b->Args({224, 224, 3, 3, 2, 2, 1, 1, 3, 64});
785 /********************** Conv 1.2 *********************/
786 /* H W KH KW PH PW S D GCin GCout */
787 b->Args({224, 224, 3, 3, 2, 2, 1, 1, 64, 64});
788
789 /********************** Conv 2.1 *********************/
790 /* H W KH KW PH PW S D GCin GCout */
791 b->Args({112, 112, 3, 3, 2, 2, 1, 1, 64, 128});
792 /********************** Conv 2.2 *********************/
793 /* H W KH KW PH PW S D GCin GCout */
794 b->Args({112, 112, 3, 3, 2, 2, 1, 1, 128, 128});
795
796 /********************** Conv 3.1 *********************/
797 /* H W KH KW PH PW S D GCin GCout */
798 b->Args({ 56, 56, 3, 3, 2, 2, 1, 1, 128, 256});
799 /********************** Conv 3.2 *********************/
800 /* H W KH KW PH PW S D GCin GCout */
801 b->Args({ 56, 56, 3, 3, 2, 2, 1, 1, 256, 256});
802 /********************** Conv 3.3 *********************/
803 /* H W KH KW PH PW S D GCin GCout */
804 b->Args({ 56, 56, 1, 1, 0, 0, 1, 1, 256, 256});
805
806 /********************** Conv 4.1 *********************/
807 /* H W KH KW PH PW S D GCin GCout */
808 b->Args({ 28, 28, 3, 3, 2, 2, 1, 1, 256, 512});
809 /********************** Conv 4.2 *********************/
810 /* H W KH KW PH PW S D GCin GCout */
811 b->Args({ 28, 28, 3, 3, 2, 2, 1, 1, 512, 512});
812 /********************** Conv 4.3 *********************/
813 /* H W KH KW PH PW S D GCin GCout */
814 b->Args({ 28, 28, 1, 1, 0, 0, 1, 1, 512, 512});
815
816 /********************** Conv 5.X *********************/
817 /* H W KH KW PH PW S D GCin GCout */
818 b->Args({ 14, 14, 3, 3, 2, 2, 1, 1, 512, 512});
819 /********************** Conv 5.3 *********************/
820 /* H W KH KW PH PW S D GCin GCout */
821 b->Args({ 14, 14, 1, 1, 0, 0, 1, 1, 512, 512});
822}
823
824// SRCNN (9-1-5)
825static void SRCNN915ConvArguments(benchmark::internal::Benchmark* b) {
826 b->ArgNames({"H", "W", "KH", "KW", "PH", "PW", "S", "D", "GCin", "GCout"});
827
828 /* H W KH KW PH PW S D GCin GCout */
829 b->Args({384, 384, 9, 9, 0, 0, 1, 1, 1, 64});
830 b->Args({376, 376, 1, 1, 0, 0, 1, 1, 64, 32});
831 b->Args({376, 376, 5, 5, 0, 0, 1, 1, 32, 1});
832}
833
834// SRCNN (9-3-5)
835static void SRCNN935ConvArguments(benchmark::internal::Benchmark* b) {
836 b->ArgNames({"H", "W", "KH", "KW", "PH", "PW", "S", "D", "GCin", "GCout"});
837
838 /* H W KH KW PH PW S D GCin GCout */
839 b->Args({384, 384, 9, 9, 0, 0, 1, 1, 1, 64});
840 b->Args({376, 376, 3, 3, 0, 0, 1, 1, 64, 32});
841 b->Args({374, 374, 5, 5, 0, 0, 1, 1, 32, 1});
842}
843
844// SRCNN (9-5-5)
845static void SRCNN955ConvArguments(benchmark::internal::Benchmark* b) {
846 b->ArgNames({"H", "W", "KH", "KW", "PH", "PW", "S", "D", "GCin", "GCout"});
847
848 /* H W KH KW PH PW S D GCin GCout */
849 b->Args({384, 384, 9, 9, 0, 0, 1, 1, 1, 64});
850 b->Args({376, 376, 5, 5, 0, 0, 1, 1, 64, 32});
851 b->Args({372, 372, 5, 5, 0, 0, 1, 1, 32, 1});
852}