1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
|
// Copyright 2019 Google LLC
//
// This source code is licensed under the BSD-style license found in the
// LICENSE file in the root directory of this source tree.
#include <algorithm>
#include <cfloat>
#include <cmath>
#include <functional>
#include <random>
#include <vector>
#include <cpuinfo.h>
#include <benchmark/benchmark.h>
#include "bench/dwconv.h"
#include "bench/utils.h"
#include <xnnpack/AlignedAllocator.h>
#include <xnnpack/common.h>
#include <xnnpack/dwconv.h>
#include <xnnpack/indirection.h>
#include <xnnpack/operator.h>
#include <xnnpack/pack.h>
#include <xnnpack/params-init.h>
#include <xnnpack/params.h>
static void DWConv2DBenchmark(benchmark::State& state,
xnn_f32_dwconv2d_chw_ukernel_function dwconv,
uint32_t kh, uint32_t kw, uint32_t pw, uint32_t s,
benchmark::utils::IsaCheckFunction isa_check = nullptr)
{
if (!cpuinfo_initialize()) {
state.SkipWithError("cpuinfo initialization failed");
return;
}
if (isa_check && !isa_check(state)) {
return;
}
const size_t input_height = state.range(0);
const size_t input_width = state.range(1);
const size_t kernel_height = state.range(2);
const size_t kernel_width = state.range(3);
const size_t padding_height = state.range(4);
const size_t padding_width = state.range(5);
const size_t subsampling = state.range(6);
const size_t dilation = state.range(7);
const size_t channels = state.range(8);
if (kernel_height != kh) {
state.SkipWithError("kernel height mismatch");
return;
}
if (kernel_width != kw) {
state.SkipWithError("kernel width mismatch");
return;
}
if (subsampling != s) {
state.SkipWithError("subsampling mismatch");
return;
}
if (padding_width % 2 != 0 || padding_width / 2 != pw) {
state.SkipWithError("padding width mismatch");
return;
}
if (dilation != 1) {
state.SkipWithError("unsupported dilation");
return;
}
std::random_device random_device;
auto rng = std::mt19937(random_device());
auto f32rng = std::bind(std::uniform_real_distribution<float>(0.0f, 1.0f), std::ref(rng));
const size_t effective_kernel_height = (kernel_height - 1) * dilation + 1;
const size_t effective_kernel_width = (kernel_width - 1) * dilation + 1;
const size_t output_height = (input_height + padding_height - effective_kernel_height) / subsampling + 1;
const size_t output_width = (input_width + padding_width - effective_kernel_width) / subsampling + 1;
const size_t inputSize = (input_height + padding_height) * input_width;
const size_t kernel_size = kernel_height * kernel_width;
const size_t output_size = output_height * output_width;
std::vector<float> input(inputSize * channels + 2 * XNN_EXTRA_BYTES);
std::generate(input.begin(), input.end(), std::ref(f32rng));
std::vector<float> bias(channels);
std::generate(bias.begin(), bias.end(), std::ref(f32rng));
std::vector<float> kernel(channels * kernel_size);
std::generate(kernel.begin(), kernel.end(), std::ref(f32rng));
std::vector<float> zero(input_width + padding_width);
const size_t w_elements = (kernel_size + 1) * channels;
const size_t o_elements = output_size * channels;
const size_t num_buffers = 1 +
benchmark::utils::DivideRoundUp<size_t>(benchmark::utils::GetMaxCacheSize(),
sizeof(float) * (w_elements + o_elements));
std::vector<float, AlignedAllocator<float, 32>> packed_weights(w_elements * num_buffers);
std::fill(packed_weights.begin(), packed_weights.end(), 0.0f);
for (size_t c = 0; c < channels; c++) {
packed_weights[c * kernel_size + c] = bias[c];
for (size_t i = 0; i < kernel_size; i++) {
packed_weights[c * kernel_size + c + 1 + i] = kernel[c * kernel_size + i];
}
}
for (size_t n = 1; n < num_buffers; n++) {
std::copy(packed_weights.cbegin(), packed_weights.cbegin() + w_elements, packed_weights.begin() + n * w_elements);
}
std::vector<float> output(o_elements * num_buffers);
std::fill(output.begin(), output.end(), std::nanf(""));
xnn_f32_chw_params chw_params =
xnn_init_f32_chw_params(input_width, -std::numeric_limits<float>::infinity(), +std::numeric_limits<float>::infinity());
size_t buffer_index = 0;
for (auto _ : state) {
state.PauseTiming();
benchmark::utils::PrefetchToL1(input.data(), input.size() * sizeof(float));
buffer_index = (buffer_index + 1) % num_buffers;
state.ResumeTiming();
for (uint32_t channel = 0; channel < channels; channel++) {
dwconv(
input_height, input_width * sizeof(float),
input.data() + channel * inputSize,
packed_weights.data() + channel * (kernel_size + 1) + buffer_index * w_elements,
zero.data(),
output.data() + channel * output_size + buffer_index * o_elements,
padding_height / 2, // padding_top
&chw_params);
}
}
state.counters["Freq"] = benchmark::utils::GetCurrentCpuFrequency();
state.counters["FLOPS"] = benchmark::Counter(
uint64_t(state.iterations()) * 2 * output_size * channels * kernel_size,
benchmark::Counter::kIsRate);
state.counters["BYTES"] = benchmark::Counter(
uint64_t(state.iterations()) * (output_size + inputSize + kernel_size + 1 /* bias */) * channels * sizeof(float),
benchmark::Counter::kIsRate);
}
#if XNN_ARCH_ARM
static void dwconv2d_chw_3x3p1__neon_1x4(benchmark::State& state, const char* net) {
DWConv2DBenchmark(state, xnn_f32_dwconv2d_chw_ukernel_3x3p1__neon_1x4, 3, 3, 1, 1);
}
static void dwconv2d_chw_3x3p1__neon_2x4(benchmark::State& state, const char* net) {
DWConv2DBenchmark(state, xnn_f32_dwconv2d_chw_ukernel_3x3p1__neon_2x4, 3, 3, 1, 1);
}
static void dwconv2d_chw_3x3p1__neon_3x4(benchmark::State& state, const char* net) {
DWConv2DBenchmark(state, xnn_f32_dwconv2d_chw_ukernel_3x3p1__neon_3x4, 3, 3, 1, 1);
}
static void dwconv2d_chw_3x3p1__neon_4x4(benchmark::State& state, const char* net) {
DWConv2DBenchmark(state, xnn_f32_dwconv2d_chw_ukernel_3x3p1__neon_4x4, 3, 3, 1, 1);
}
static void dwconv2d_chw_3x3p1__neon_5x4(benchmark::State& state, const char* net) {
DWConv2DBenchmark(state, xnn_f32_dwconv2d_chw_ukernel_3x3p1__neon_5x4, 3, 3, 1, 1);
}
static void dwconv2d_chw_3x3p1__neon_6x4(benchmark::State& state, const char* net) {
DWConv2DBenchmark(state, xnn_f32_dwconv2d_chw_ukernel_3x3p1__neon_6x4, 3, 3, 1, 1);
}
static void dwconv2d_chw_3x3p1__neon_1x4_acc2(benchmark::State& state, const char* net) {
DWConv2DBenchmark(state, xnn_f32_dwconv2d_chw_ukernel_3x3p1__neon_1x4_acc2, 3, 3, 1, 1);
}
static void dwconv2d_chw_3x3p1__neon_1x4_acc3(benchmark::State& state, const char* net) {
DWConv2DBenchmark(state, xnn_f32_dwconv2d_chw_ukernel_3x3p1__neon_1x4_acc3, 3, 3, 1, 1);
}
static void dwconv2d_chw_3x3p1__neon_1x4_acc4(benchmark::State& state, const char* net) {
DWConv2DBenchmark(state, xnn_f32_dwconv2d_chw_ukernel_3x3p1__neon_1x4_acc4, 3, 3, 1, 1);
}
static void dwconv2d_chw_3x3p1__neon_2x4_acc2(benchmark::State& state, const char* net) {
DWConv2DBenchmark(state, xnn_f32_dwconv2d_chw_ukernel_3x3p1__neon_2x4_acc2, 3, 3, 1, 1);
}
BENCHMARK_DWCONV(dwconv2d_chw_3x3p1__neon_1x4)
BENCHMARK_DWCONV(dwconv2d_chw_3x3p1__neon_2x4)
BENCHMARK_DWCONV(dwconv2d_chw_3x3p1__neon_3x4)
BENCHMARK_DWCONV(dwconv2d_chw_3x3p1__neon_4x4)
BENCHMARK_DWCONV(dwconv2d_chw_3x3p1__neon_5x4)
BENCHMARK_DWCONV(dwconv2d_chw_3x3p1__neon_6x4)
BENCHMARK_DWCONV(dwconv2d_chw_3x3p1__neon_1x4_acc2)
BENCHMARK_DWCONV(dwconv2d_chw_3x3p1__neon_1x4_acc3)
BENCHMARK_DWCONV(dwconv2d_chw_3x3p1__neon_1x4_acc4)
BENCHMARK_DWCONV(dwconv2d_chw_3x3p1__neon_2x4_acc2)
#endif // XNN_ARCH_ARM
#if XNN_ARCH_ARM64
static void dwconv2d_chw_3x3p1__neonfma_1x4(benchmark::State& state, const char* net) {
DWConv2DBenchmark(state, xnn_f32_dwconv2d_chw_ukernel_3x3p1__neonfma_1x4, 3, 3, 1, 1);
}
static void dwconv2d_chw_3x3p1__neonfma_2x4(benchmark::State& state, const char* net) {
DWConv2DBenchmark(state, xnn_f32_dwconv2d_chw_ukernel_3x3p1__neonfma_2x4, 3, 3, 1, 1);
}
static void dwconv2d_chw_3x3p1__neonfma_3x4(benchmark::State& state, const char* net) {
DWConv2DBenchmark(state, xnn_f32_dwconv2d_chw_ukernel_3x3p1__neonfma_3x4, 3, 3, 1, 1);
}
static void dwconv2d_chw_3x3p1__neonfma_4x4(benchmark::State& state, const char* net) {
DWConv2DBenchmark(state, xnn_f32_dwconv2d_chw_ukernel_3x3p1__neonfma_4x4, 3, 3, 1, 1);
}
static void dwconv2d_chw_3x3p1__neonfma_5x4(benchmark::State& state, const char* net) {
DWConv2DBenchmark(state, xnn_f32_dwconv2d_chw_ukernel_3x3p1__neonfma_5x4, 3, 3, 1, 1);
}
static void dwconv2d_chw_3x3p1__neonfma_6x4(benchmark::State& state, const char* net) {
DWConv2DBenchmark(state, xnn_f32_dwconv2d_chw_ukernel_3x3p1__neonfma_6x4, 3, 3, 1, 1);
}
static void dwconv2d_chw_3x3p1__neonfma_1x4_acc2(benchmark::State& state, const char* net) {
DWConv2DBenchmark(state, xnn_f32_dwconv2d_chw_ukernel_3x3p1__neonfma_1x4_acc2, 3, 3, 1, 1);
}
static void dwconv2d_chw_3x3p1__neonfma_1x4_acc3(benchmark::State& state, const char* net) {
DWConv2DBenchmark(state, xnn_f32_dwconv2d_chw_ukernel_3x3p1__neonfma_1x4_acc3, 3, 3, 1, 1);
}
static void dwconv2d_chw_3x3p1__neonfma_1x4_acc4(benchmark::State& state, const char* net) {
DWConv2DBenchmark(state, xnn_f32_dwconv2d_chw_ukernel_3x3p1__neonfma_1x4_acc4, 3, 3, 1, 1);
}
static void dwconv2d_chw_3x3p1__neonfma_2x4_acc2(benchmark::State& state, const char* net) {
DWConv2DBenchmark(state, xnn_f32_dwconv2d_chw_ukernel_3x3p1__neonfma_2x4_acc2, 3, 3, 1, 1);
}
static void dwconv2d_chw_3x3s2p1__neonfma_1x4_acc3(benchmark::State& state, const char* net) {
DWConv2DBenchmark(state, xnn_f32_dwconv2d_chw_ukernel_3x3s2p1__neonfma_1x4_acc3, 3, 3, 1, 2);
}
static void dwconv2d_chw_5x5p2__neonfma_3x4(benchmark::State& state, const char* net) {
DWConv2DBenchmark(state, xnn_f32_dwconv2d_chw_ukernel_5x5p2__neonfma_3x4, 5, 5, 2, 1);
}
static void dwconv2d_chw_5x5s2p2__neonfma_1x4_acc2(benchmark::State& state, const char* net) {
DWConv2DBenchmark(state, xnn_f32_dwconv2d_chw_ukernel_5x5s2p2__neonfma_1x4_acc2, 5, 5, 2, 2);
}
BENCHMARK_DWCONV(dwconv2d_chw_3x3p1__neonfma_1x4)
BENCHMARK_DWCONV(dwconv2d_chw_3x3p1__neonfma_2x4)
BENCHMARK_DWCONV(dwconv2d_chw_3x3p1__neonfma_3x4)
BENCHMARK_DWCONV(dwconv2d_chw_3x3p1__neonfma_4x4)
BENCHMARK_DWCONV(dwconv2d_chw_3x3p1__neonfma_5x4)
BENCHMARK_DWCONV(dwconv2d_chw_3x3p1__neonfma_6x4)
BENCHMARK_DWCONV(dwconv2d_chw_3x3p1__neonfma_1x4_acc2)
BENCHMARK_DWCONV(dwconv2d_chw_3x3p1__neonfma_1x4_acc3)
BENCHMARK_DWCONV(dwconv2d_chw_3x3p1__neonfma_1x4_acc4)
BENCHMARK_DWCONV(dwconv2d_chw_3x3p1__neonfma_2x4_acc2)
BENCHMARK_DWCONV(dwconv2d_chw_3x3s2p1__neonfma_1x4_acc3)
BENCHMARK_DWCONV(dwconv2d_chw_5x5p2__neonfma_3x4)
BENCHMARK_DWCONV(dwconv2d_chw_5x5s2p2__neonfma_1x4_acc2)
#endif // XNN_ARCH_ARM64
#if XNN_ARCH_X86 || XNN_ARCH_X86_64
static void dwconv2d_chw_3x3p1__sse_1x4(benchmark::State& state, const char* net) {
DWConv2DBenchmark(state, xnn_f32_dwconv2d_chw_ukernel_3x3p1__sse_1x4, 3, 3, 1, 1);
}
static void dwconv2d_chw_3x3p1__sse_2x4(benchmark::State& state, const char* net) {
DWConv2DBenchmark(state, xnn_f32_dwconv2d_chw_ukernel_3x3p1__sse_2x4, 3, 3, 1, 1);
}
static void dwconv2d_chw_3x3p1__sse_3x4(benchmark::State& state, const char* net) {
DWConv2DBenchmark(state, xnn_f32_dwconv2d_chw_ukernel_3x3p1__sse_3x4, 3, 3, 1, 1);
}
static void dwconv2d_chw_3x3p1__sse_4x4(benchmark::State& state, const char* net) {
DWConv2DBenchmark(state, xnn_f32_dwconv2d_chw_ukernel_3x3p1__sse_4x4, 3, 3, 1, 1);
}
static void dwconv2d_chw_3x3p1__sse_5x4(benchmark::State& state, const char* net) {
DWConv2DBenchmark(state, xnn_f32_dwconv2d_chw_ukernel_3x3p1__sse_5x4, 3, 3, 1, 1);
}
static void dwconv2d_chw_3x3p1__sse_6x4(benchmark::State& state, const char* net) {
DWConv2DBenchmark(state, xnn_f32_dwconv2d_chw_ukernel_3x3p1__sse_6x4, 3, 3, 1, 1);
}
static void dwconv2d_chw_3x3p1__sse_1x4_acc2(benchmark::State& state, const char* net) {
DWConv2DBenchmark(state, xnn_f32_dwconv2d_chw_ukernel_3x3p1__sse_1x4_acc2, 3, 3, 1, 1);
}
static void dwconv2d_chw_3x3p1__sse_1x4_acc3(benchmark::State& state, const char* net) {
DWConv2DBenchmark(state, xnn_f32_dwconv2d_chw_ukernel_3x3p1__sse_1x4_acc3, 3, 3, 1, 1);
}
static void dwconv2d_chw_3x3p1__sse_1x4_acc4(benchmark::State& state, const char* net) {
DWConv2DBenchmark(state, xnn_f32_dwconv2d_chw_ukernel_3x3p1__sse_1x4_acc4, 3, 3, 1, 1);
}
static void dwconv2d_chw_3x3p1__sse_2x4_acc2(benchmark::State& state, const char* net) {
DWConv2DBenchmark(state, xnn_f32_dwconv2d_chw_ukernel_3x3p1__sse_2x4_acc2, 3, 3, 1, 1);
}
static void dwconv2d_chw_3x3p1__ssse3_1x4(benchmark::State& state, const char* net) {
DWConv2DBenchmark(state, xnn_f32_dwconv2d_chw_ukernel_3x3p1__ssse3_1x4, 3, 3, 1, 1, benchmark::utils::CheckSSSE3);
}
static void dwconv2d_chw_3x3p1__ssse3_2x4(benchmark::State& state, const char* net) {
DWConv2DBenchmark(state, xnn_f32_dwconv2d_chw_ukernel_3x3p1__ssse3_2x4, 3, 3, 1, 1, benchmark::utils::CheckSSSE3);
}
static void dwconv2d_chw_3x3p1__ssse3_3x4(benchmark::State& state, const char* net) {
DWConv2DBenchmark(state, xnn_f32_dwconv2d_chw_ukernel_3x3p1__ssse3_3x4, 3, 3, 1, 1, benchmark::utils::CheckSSSE3);
}
static void dwconv2d_chw_3x3p1__ssse3_4x4(benchmark::State& state, const char* net) {
DWConv2DBenchmark(state, xnn_f32_dwconv2d_chw_ukernel_3x3p1__ssse3_4x4, 3, 3, 1, 1, benchmark::utils::CheckSSSE3);
}
static void dwconv2d_chw_3x3p1__ssse3_5x4(benchmark::State& state, const char* net) {
DWConv2DBenchmark(state, xnn_f32_dwconv2d_chw_ukernel_3x3p1__ssse3_5x4, 3, 3, 1, 1, benchmark::utils::CheckSSSE3);
}
static void dwconv2d_chw_3x3p1__ssse3_6x4(benchmark::State& state, const char* net) {
DWConv2DBenchmark(state, xnn_f32_dwconv2d_chw_ukernel_3x3p1__ssse3_6x4, 3, 3, 1, 1, benchmark::utils::CheckSSSE3);
}
static void dwconv2d_chw_3x3p1__ssse3_1x4_acc2(benchmark::State& state, const char* net) {
DWConv2DBenchmark(state, xnn_f32_dwconv2d_chw_ukernel_3x3p1__ssse3_1x4_acc2, 3, 3, 1, 1, benchmark::utils::CheckSSSE3);
}
static void dwconv2d_chw_3x3p1__ssse3_1x4_acc3(benchmark::State& state, const char* net) {
DWConv2DBenchmark(state, xnn_f32_dwconv2d_chw_ukernel_3x3p1__ssse3_1x4_acc3, 3, 3, 1, 1, benchmark::utils::CheckSSSE3);
}
static void dwconv2d_chw_3x3p1__ssse3_1x4_acc4(benchmark::State& state, const char* net) {
DWConv2DBenchmark(state, xnn_f32_dwconv2d_chw_ukernel_3x3p1__ssse3_1x4_acc4, 3, 3, 1, 1, benchmark::utils::CheckSSSE3);
}
static void dwconv2d_chw_3x3p1__ssse3_2x4_acc2(benchmark::State& state, const char* net) {
DWConv2DBenchmark(state, xnn_f32_dwconv2d_chw_ukernel_3x3p1__ssse3_2x4_acc2, 3, 3, 1, 1, benchmark::utils::CheckSSSE3);
}
static void dwconv2d_chw_3x3s2p1__sse_1x4(benchmark::State& state, const char* net) {
DWConv2DBenchmark(state, xnn_f32_dwconv2d_chw_ukernel_3x3s2p1__sse_1x4, 3, 3, 1, 2);
}
static void dwconv2d_chw_3x3s2p1__sse_2x4(benchmark::State& state, const char* net) {
DWConv2DBenchmark(state, xnn_f32_dwconv2d_chw_ukernel_3x3s2p1__sse_2x4, 3, 3, 1, 2);
}
static void dwconv2d_chw_3x3s2p1__sse_3x4(benchmark::State& state, const char* net) {
DWConv2DBenchmark(state, xnn_f32_dwconv2d_chw_ukernel_3x3s2p1__sse_3x4, 3, 3, 1, 2);
}
static void dwconv2d_chw_3x3s2p1__sse_4x4(benchmark::State& state, const char* net) {
DWConv2DBenchmark(state, xnn_f32_dwconv2d_chw_ukernel_3x3s2p1__sse_4x4, 3, 3, 1, 2);
}
static void dwconv2d_chw_3x3s2p1__sse_1x4_acc2(benchmark::State& state, const char* net) {
DWConv2DBenchmark(state, xnn_f32_dwconv2d_chw_ukernel_3x3s2p1__sse_1x4_acc2, 3, 3, 1, 2);
}
static void dwconv2d_chw_3x3s2p1__sse_1x4_acc3(benchmark::State& state, const char* net) {
DWConv2DBenchmark(state, xnn_f32_dwconv2d_chw_ukernel_3x3s2p1__sse_1x4_acc3, 3, 3, 1, 2);
}
static void dwconv2d_chw_3x3s2p1__sse_1x4_acc4(benchmark::State& state, const char* net) {
DWConv2DBenchmark(state, xnn_f32_dwconv2d_chw_ukernel_3x3s2p1__sse_1x4_acc4, 3, 3, 1, 2);
}
static void dwconv2d_chw_3x3s2p1__sse_2x4_acc2(benchmark::State& state, const char* net) {
DWConv2DBenchmark(state, xnn_f32_dwconv2d_chw_ukernel_3x3s2p1__sse_2x4_acc2, 3, 3, 1, 2);
}
BENCHMARK_DWCONV(dwconv2d_chw_3x3p1__sse_1x4)
BENCHMARK_DWCONV(dwconv2d_chw_3x3p1__sse_2x4)
BENCHMARK_DWCONV(dwconv2d_chw_3x3p1__sse_3x4)
BENCHMARK_DWCONV(dwconv2d_chw_3x3p1__sse_4x4)
BENCHMARK_DWCONV(dwconv2d_chw_3x3p1__sse_5x4)
BENCHMARK_DWCONV(dwconv2d_chw_3x3p1__sse_6x4)
BENCHMARK_DWCONV(dwconv2d_chw_3x3p1__sse_1x4_acc2)
BENCHMARK_DWCONV(dwconv2d_chw_3x3p1__sse_1x4_acc3)
BENCHMARK_DWCONV(dwconv2d_chw_3x3p1__sse_1x4_acc4)
BENCHMARK_DWCONV(dwconv2d_chw_3x3p1__sse_2x4_acc2)
BENCHMARK_DWCONV(dwconv2d_chw_3x3p1__ssse3_1x4)
BENCHMARK_DWCONV(dwconv2d_chw_3x3p1__ssse3_2x4)
BENCHMARK_DWCONV(dwconv2d_chw_3x3p1__ssse3_3x4)
BENCHMARK_DWCONV(dwconv2d_chw_3x3p1__ssse3_4x4)
BENCHMARK_DWCONV(dwconv2d_chw_3x3p1__ssse3_5x4)
BENCHMARK_DWCONV(dwconv2d_chw_3x3p1__ssse3_6x4)
BENCHMARK_DWCONV(dwconv2d_chw_3x3p1__ssse3_1x4_acc2)
BENCHMARK_DWCONV(dwconv2d_chw_3x3p1__ssse3_1x4_acc3)
BENCHMARK_DWCONV(dwconv2d_chw_3x3p1__ssse3_1x4_acc4)
BENCHMARK_DWCONV(dwconv2d_chw_3x3p1__ssse3_2x4_acc2)
BENCHMARK_DWCONV(dwconv2d_chw_3x3s2p1__sse_1x4)
BENCHMARK_DWCONV(dwconv2d_chw_3x3s2p1__sse_2x4)
BENCHMARK_DWCONV(dwconv2d_chw_3x3s2p1__sse_3x4)
BENCHMARK_DWCONV(dwconv2d_chw_3x3s2p1__sse_4x4)
BENCHMARK_DWCONV(dwconv2d_chw_3x3s2p1__sse_1x4_acc2)
BENCHMARK_DWCONV(dwconv2d_chw_3x3s2p1__sse_1x4_acc3)
BENCHMARK_DWCONV(dwconv2d_chw_3x3s2p1__sse_1x4_acc4)
BENCHMARK_DWCONV(dwconv2d_chw_3x3s2p1__sse_2x4_acc2)
#endif // XNN_ARCH_X86 || XNN_ARCH_X86_64
#if !XNN_ARCH_WASM && !XNN_COMPILER_MSVC && !XNN_COMPILER_ICC
static void dwconv2d_chw_3x3p1__psimd_1x4_acc3(benchmark::State& state, const char* net) {
DWConv2DBenchmark(state, xnn_f32_dwconv2d_chw_ukernel_3x3p1__psimd_1x4_acc3, 3, 3, 1, 1);
}
static void dwconv2d_chw_3x3s2p1__psimd_1x4_acc3(benchmark::State& state, const char* net) {
DWConv2DBenchmark(state, xnn_f32_dwconv2d_chw_ukernel_3x3s2p1__psimd_1x4_acc3, 3, 3, 1, 2);
}
static void dwconv2d_chw_5x5p2__psimd_3x4(benchmark::State& state, const char* net) {
DWConv2DBenchmark(state, xnn_f32_dwconv2d_chw_ukernel_5x5p2__psimd_3x4, 5, 5, 2, 1);
}
static void dwconv2d_chw_5x5s2p2__psimd_1x4_acc2(benchmark::State& state, const char* net) {
DWConv2DBenchmark(state, xnn_f32_dwconv2d_chw_ukernel_5x5s2p2__psimd_1x4_acc2, 5, 5, 2, 2);
}
BENCHMARK_DWCONV(dwconv2d_chw_3x3p1__psimd_1x4_acc3)
BENCHMARK_DWCONV(dwconv2d_chw_3x3s2p1__psimd_1x4_acc3)
BENCHMARK_DWCONV(dwconv2d_chw_5x5p2__psimd_3x4)
BENCHMARK_DWCONV(dwconv2d_chw_5x5s2p2__psimd_1x4_acc2)
#endif // !XNN_ARCH_WASM && !XNN_COMPILER_MSVC && !XNN_COMPILER_ICC
static void dwconv2d_chw_3x3p1__scalar_1x1(benchmark::State& state, const char* net) {
DWConv2DBenchmark(state, xnn_f32_dwconv2d_chw_ukernel_3x3p1__scalar_1x1, 3, 3, 1, 1);
}
static void dwconv2d_chw_3x3p1__scalar_2x1(benchmark::State& state, const char* net) {
DWConv2DBenchmark(state, xnn_f32_dwconv2d_chw_ukernel_3x3p1__scalar_2x1, 3, 3, 1, 1);
}
static void dwconv2d_chw_3x3p1__scalar_3x1(benchmark::State& state, const char* net) {
DWConv2DBenchmark(state, xnn_f32_dwconv2d_chw_ukernel_3x3p1__scalar_3x1, 3, 3, 1, 1);
}
static void dwconv2d_chw_3x3p1__scalar_4x1(benchmark::State& state, const char* net) {
DWConv2DBenchmark(state, xnn_f32_dwconv2d_chw_ukernel_3x3p1__scalar_4x1, 3, 3, 1, 1);
}
static void dwconv2d_chw_3x3p1__scalar_5x1(benchmark::State& state, const char* net) {
DWConv2DBenchmark(state, xnn_f32_dwconv2d_chw_ukernel_3x3p1__scalar_5x1, 3, 3, 1, 1);
}
static void dwconv2d_chw_3x3p1__scalar_6x1(benchmark::State& state, const char* net) {
DWConv2DBenchmark(state, xnn_f32_dwconv2d_chw_ukernel_3x3p1__scalar_6x1, 3, 3, 1, 1);
}
static void dwconv2d_chw_3x3p1__scalar_1x1_acc2(benchmark::State& state, const char* net) {
DWConv2DBenchmark(state, xnn_f32_dwconv2d_chw_ukernel_3x3p1__scalar_1x1_acc2, 3, 3, 1, 1);
}
static void dwconv2d_chw_3x3p1__scalar_1x1_acc3(benchmark::State& state, const char* net) {
DWConv2DBenchmark(state, xnn_f32_dwconv2d_chw_ukernel_3x3p1__scalar_1x1_acc3, 3, 3, 1, 1);
}
static void dwconv2d_chw_3x3p1__scalar_1x1_acc4(benchmark::State& state, const char* net) {
DWConv2DBenchmark(state, xnn_f32_dwconv2d_chw_ukernel_3x3p1__scalar_1x1_acc4, 3, 3, 1, 1);
}
static void dwconv2d_chw_3x3p1__scalar_2x1_acc2(benchmark::State& state, const char* net) {
DWConv2DBenchmark(state, xnn_f32_dwconv2d_chw_ukernel_3x3p1__scalar_2x1_acc2, 3, 3, 1, 1);
}
static void dwconv2d_chw_3x3s2p1__scalar_1x1_acc3(benchmark::State& state, const char* net) {
DWConv2DBenchmark(state, xnn_f32_dwconv2d_chw_ukernel_3x3s2p1__scalar_1x1_acc3, 3, 3, 1, 2);
}
static void dwconv2d_chw_5x5p2__scalar_1x1_acc5(benchmark::State& state, const char* net) {
DWConv2DBenchmark(state, xnn_f32_dwconv2d_chw_ukernel_5x5p2__scalar_1x1_acc5, 5, 5, 2, 1);
}
static void dwconv2d_chw_5x5s2p2__scalar_1x1_acc5(benchmark::State& state, const char* net) {
DWConv2DBenchmark(state, xnn_f32_dwconv2d_chw_ukernel_5x5s2p2__scalar_1x1_acc5, 5, 5, 2, 2);
}
BENCHMARK_DWCONV(dwconv2d_chw_3x3p1__scalar_1x1)
BENCHMARK_DWCONV(dwconv2d_chw_3x3p1__scalar_2x1)
BENCHMARK_DWCONV(dwconv2d_chw_3x3p1__scalar_3x1)
BENCHMARK_DWCONV(dwconv2d_chw_3x3p1__scalar_4x1)
BENCHMARK_DWCONV(dwconv2d_chw_3x3p1__scalar_5x1)
BENCHMARK_DWCONV(dwconv2d_chw_3x3p1__scalar_6x1)
BENCHMARK_DWCONV(dwconv2d_chw_3x3p1__scalar_1x1_acc2)
BENCHMARK_DWCONV(dwconv2d_chw_3x3p1__scalar_1x1_acc3)
BENCHMARK_DWCONV(dwconv2d_chw_3x3p1__scalar_1x1_acc4)
BENCHMARK_DWCONV(dwconv2d_chw_3x3p1__scalar_2x1_acc2)
BENCHMARK_DWCONV(dwconv2d_chw_3x3s2p1__scalar_1x1_acc3)
BENCHMARK_DWCONV(dwconv2d_chw_5x5p2__scalar_1x1_acc5)
BENCHMARK_DWCONV(dwconv2d_chw_5x5s2p2__scalar_1x1_acc5)
#ifndef XNNPACK_BENCHMARK_NO_MAIN
BENCHMARK_MAIN();
#endif
|
