fix!: remove deprecations for 1.0 release #82
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## main #82 +/- ##
==========================================
- Coverage 83.68% 80.41% -3.28%
==========================================
Files 38 38
Lines 1900 1899 -1
==========================================
- Hits 1590 1527 -63
- Misses 310 372 +62 ☔ View full report in Codecov by Sentry. |
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LuxLib Benchmarks
| Benchmark suite | Current: e47e8ba | Previous: 8dc51b0 | Ratio |
|---|---|---|---|
layernorm(2, act=gelu, affine=false)(4 x 32)/forward/CPU/2 thread(s) |
5583 ns |
5833 ns |
0.96 |
layernorm(2, act=gelu, affine=false)(4 x 32)/forward/CPU/4 thread(s) |
5958 ns |
6209 ns |
0.96 |
layernorm(2, act=gelu, affine=false)(4 x 32)/forward/CPU/8 thread(s) |
7209 ns |
6500 ns |
1.11 |
layernorm(2, act=gelu, affine=false)(4 x 32)/forward/CPU/1 thread(s) |
6708 ns |
6333 ns |
1.06 |
layernorm(2, act=gelu, affine=false)(4 x 32)/forward/GPU/CUDA |
117750 ns |
118732 ns |
0.99 |
layernorm(2, act=gelu, affine=false)(4 x 32)/forward/GPU/oneAPI |
2860850 ns |
2968100 ns |
0.96 |
layernorm(2, act=gelu, affine=false)(4 x 32)/forward/GPU/Metal |
3361583 ns |
730042 ns |
4.60 |
layernorm(2, act=gelu, affine=false)(4 x 32)/forward/GPU/AMDGPU |
421144 ns |
417444 ns |
1.01 |
layernorm(2, act=gelu, affine=false)(4 x 32)/zygote/CPU/2 thread(s) |
9916.5 ns |
9834 ns |
1.01 |
layernorm(2, act=gelu, affine=false)(4 x 32)/zygote/CPU/4 thread(s) |
9833 ns |
9937.5 ns |
0.99 |
layernorm(2, act=gelu, affine=false)(4 x 32)/zygote/CPU/8 thread(s) |
9917 ns |
10083 ns |
0.98 |
layernorm(2, act=gelu, affine=false)(4 x 32)/zygote/CPU/1 thread(s) |
9625 ns |
10083 ns |
0.95 |
layernorm(2, act=gelu, affine=false)(4 x 32)/zygote/GPU/CUDA |
553140 ns |
577266 ns |
0.96 |
layernorm(2, act=gelu, affine=false)(4 x 32)/zygote/GPU/oneAPI |
18595297 ns |
19534378 ns |
0.95 |
layernorm(2, act=gelu, affine=false)(4 x 32)/zygote/GPU/Metal |
2382917 ns |
2672542 ns |
0.89 |
layernorm(2, act=gelu, affine=false)(4 x 32)/zygote/GPU/AMDGPU |
696305 ns |
679157 ns |
1.03 |
bias_activation(32, act=relu)(32 x 128)/forward/CPU/2 thread(s) |
1625 ns |
1583 ns |
1.03 |
bias_activation(32, act=relu)(32 x 128)/forward/CPU/4 thread(s) |
1688 ns |
1875 ns |
0.90 |
bias_activation(32, act=relu)(32 x 128)/forward/CPU/8 thread(s) |
2958.5 ns |
1666 ns |
1.78 |
bias_activation(32, act=relu)(32 x 128)/forward/CPU/1 thread(s) |
1437.5 ns |
1583.5 ns |
0.91 |
bias_activation(32, act=relu)(32 x 128)/forward/GPU/CUDA |
21723.5 ns |
21231 ns |
1.02 |
bias_activation(32, act=relu)(32 x 128)/forward/GPU/oneAPI |
1340515 ns |
1454941.5 ns |
0.92 |
bias_activation(32, act=relu)(32 x 128)/forward/GPU/Metal |
208292 ns |
209312 ns |
1.00 |
bias_activation(32, act=relu)(32 x 128)/forward/GPU/AMDGPU |
37181 ns |
30810.5 ns |
1.21 |
bias_activation(32, act=relu)(32 x 128)/zygote/CPU/2 thread(s) |
3750 ns |
4125 ns |
0.91 |
bias_activation(32, act=relu)(32 x 128)/zygote/CPU/4 thread(s) |
4167 ns |
4083 ns |
1.02 |
bias_activation(32, act=relu)(32 x 128)/zygote/CPU/8 thread(s) |
4291.5 ns |
4375 ns |
0.98 |
bias_activation(32, act=relu)(32 x 128)/zygote/CPU/1 thread(s) |
4459 ns |
4083 ns |
1.09 |
bias_activation(32, act=relu)(32 x 128)/zygote/GPU/CUDA |
145687 ns |
141204.5 ns |
1.03 |
bias_activation(32, act=relu)(32 x 128)/zygote/GPU/oneAPI |
8279576 ns |
8535587 ns |
0.97 |
bias_activation(32, act=relu)(32 x 128)/zygote/GPU/Metal |
1490500 ns |
1628312.5 ns |
0.92 |
bias_activation(32, act=relu)(32 x 128)/zygote/GPU/AMDGPU |
148211.5 ns |
151661 ns |
0.98 |
batchnorm(4, act=relu, affine=false)(16 x 16 x 32 x 32)/forward/CPU/2 thread(s) |
57667 ns |
57875 ns |
1.00 |
batchnorm(4, act=relu, affine=false)(16 x 16 x 32 x 32)/forward/CPU/4 thread(s) |
39750 ns |
40125 ns |
0.99 |
batchnorm(4, act=relu, affine=false)(16 x 16 x 32 x 32)/forward/CPU/8 thread(s) |
39958 ns |
39792 ns |
1.00 |
batchnorm(4, act=relu, affine=false)(16 x 16 x 32 x 32)/forward/CPU/1 thread(s) |
83083 ns |
82833 ns |
1.00 |
batchnorm(4, act=relu, affine=false)(16 x 16 x 32 x 32)/forward/GPU/CUDA |
37422.5 ns |
36293 ns |
1.03 |
batchnorm(4, act=relu, affine=false)(16 x 16 x 32 x 32)/forward/GPU/oneAPI |
578922.5 ns |
561260.5 ns |
1.03 |
batchnorm(4, act=relu, affine=false)(16 x 16 x 32 x 32)/forward/GPU/Metal |
1029729.5 ns |
992500 ns |
1.04 |
batchnorm(4, act=relu, affine=false)(16 x 16 x 32 x 32)/forward/GPU/AMDGPU |
78625.5 ns |
82050.5 ns |
0.96 |
batchnorm(4, act=relu, affine=false)(16 x 16 x 32 x 32)/zygote/CPU/2 thread(s) |
2019625 ns |
2036834 ns |
0.99 |
batchnorm(4, act=relu, affine=false)(16 x 16 x 32 x 32)/zygote/CPU/4 thread(s) |
2085458 ns |
2075792 ns |
1.00 |
batchnorm(4, act=relu, affine=false)(16 x 16 x 32 x 32)/zygote/CPU/8 thread(s) |
2085375 ns |
2052042 ns |
1.02 |
batchnorm(4, act=relu, affine=false)(16 x 16 x 32 x 32)/zygote/CPU/1 thread(s) |
2000666 ns |
1989479.5 ns |
1.01 |
batchnorm(4, act=relu, affine=false)(16 x 16 x 32 x 32)/zygote/GPU/CUDA |
231656 ns |
223552.5 ns |
1.04 |
batchnorm(4, act=relu, affine=false)(16 x 16 x 32 x 32)/zygote/GPU/oneAPI |
7765871 ns |
8096655 ns |
0.96 |
batchnorm(4, act=relu, affine=false)(16 x 16 x 32 x 32)/zygote/GPU/Metal |
7650583 ns |
7643042 ns |
1.00 |
batchnorm(4, act=relu, affine=false)(16 x 16 x 32 x 32)/zygote/GPU/AMDGPU |
1504421 ns |
1110381 ns |
1.35 |
layernorm(4, act=identity, affine=false)(16 x 16 x 32 x 32)/forward/CPU/2 thread(s) |
149083.5 ns |
145625 ns |
1.02 |
layernorm(4, act=identity, affine=false)(16 x 16 x 32 x 32)/forward/CPU/4 thread(s) |
146917 ns |
154708.5 ns |
0.95 |
layernorm(4, act=identity, affine=false)(16 x 16 x 32 x 32)/forward/CPU/8 thread(s) |
150000 ns |
174688 ns |
0.86 |
layernorm(4, act=identity, affine=false)(16 x 16 x 32 x 32)/forward/CPU/1 thread(s) |
147250 ns |
154145.5 ns |
0.96 |
layernorm(4, act=identity, affine=false)(16 x 16 x 32 x 32)/forward/GPU/CUDA |
165605 ns |
165157 ns |
1.00 |
layernorm(4, act=identity, affine=false)(16 x 16 x 32 x 32)/forward/GPU/oneAPI |
7579764 ns |
7006708 ns |
1.08 |
layernorm(4, act=identity, affine=false)(16 x 16 x 32 x 32)/forward/GPU/Metal |
1671333 ns |
1598583 ns |
1.05 |
layernorm(4, act=identity, affine=false)(16 x 16 x 32 x 32)/forward/GPU/AMDGPU |
185332 ns |
185621 ns |
1.00 |
layernorm(4, act=identity, affine=false)(16 x 16 x 32 x 32)/zygote/CPU/2 thread(s) |
1120208 ns |
1111542 ns |
1.01 |
layernorm(4, act=identity, affine=false)(16 x 16 x 32 x 32)/zygote/CPU/4 thread(s) |
1112249.5 ns |
1113792 ns |
1.00 |
layernorm(4, act=identity, affine=false)(16 x 16 x 32 x 32)/zygote/CPU/8 thread(s) |
1119979 ns |
1117416 ns |
1.00 |
layernorm(4, act=identity, affine=false)(16 x 16 x 32 x 32)/zygote/CPU/1 thread(s) |
1115458.5 ns |
1116375 ns |
1.00 |
layernorm(4, act=identity, affine=false)(16 x 16 x 32 x 32)/zygote/GPU/CUDA |
697776 ns |
667136.5 ns |
1.05 |
layernorm(4, act=identity, affine=false)(16 x 16 x 32 x 32)/zygote/GPU/oneAPI |
31396155 ns |
33531181.5 ns |
0.94 |
layernorm(4, act=identity, affine=false)(16 x 16 x 32 x 32)/zygote/GPU/Metal |
6206875 ns |
6722500 ns |
0.92 |
layernorm(4, act=identity, affine=false)(16 x 16 x 32 x 32)/zygote/GPU/AMDGPU |
1041688 ns |
916229 ns |
1.14 |
layernorm(2, act=relu, affine=true)(4 x 32)/forward/CPU/2 thread(s) |
5125 ns |
4208.5 ns |
1.22 |
layernorm(2, act=relu, affine=true)(4 x 32)/forward/CPU/4 thread(s) |
4750 ns |
5083 ns |
0.93 |
layernorm(2, act=relu, affine=true)(4 x 32)/forward/CPU/8 thread(s) |
5583 ns |
4875 ns |
1.15 |
layernorm(2, act=relu, affine=true)(4 x 32)/forward/CPU/1 thread(s) |
4208 ns |
4375 ns |
0.96 |
layernorm(2, act=relu, affine=true)(4 x 32)/forward/GPU/CUDA |
93533.5 ns |
88783 ns |
1.05 |
layernorm(2, act=relu, affine=true)(4 x 32)/forward/GPU/oneAPI |
5284344 ns |
5683274 ns |
0.93 |
layernorm(2, act=relu, affine=true)(4 x 32)/forward/GPU/Metal |
465584 ns |
465729 ns |
1.00 |
layernorm(2, act=relu, affine=true)(4 x 32)/forward/GPU/AMDGPU |
59600 ns |
71591 ns |
0.83 |
layernorm(2, act=relu, affine=true)(4 x 32)/zygote/CPU/2 thread(s) |
8625 ns |
8708 ns |
0.99 |
layernorm(2, act=relu, affine=true)(4 x 32)/zygote/CPU/4 thread(s) |
8875 ns |
8625 ns |
1.03 |
layernorm(2, act=relu, affine=true)(4 x 32)/zygote/CPU/8 thread(s) |
8833 ns |
8625 ns |
1.02 |
layernorm(2, act=relu, affine=true)(4 x 32)/zygote/CPU/1 thread(s) |
8459 ns |
9042 ns |
0.94 |
layernorm(2, act=relu, affine=true)(4 x 32)/zygote/GPU/CUDA |
598346 ns |
582943 ns |
1.03 |
layernorm(2, act=relu, affine=true)(4 x 32)/zygote/GPU/oneAPI |
33477623 ns |
37889755 ns |
0.88 |
layernorm(2, act=relu, affine=true)(4 x 32)/zygote/GPU/Metal |
6013458.5 ns |
5975583.5 ns |
1.01 |
layernorm(2, act=relu, affine=true)(4 x 32)/zygote/GPU/AMDGPU |
390743 ns |
389426 ns |
1.00 |
groupnorm(4, act=identity, affine=false)(16 x 16 x 4 x 32)/forward/CPU/2 thread(s) |
17354.5 ns |
18250.5 ns |
0.95 |
groupnorm(4, act=identity, affine=false)(16 x 16 x 4 x 32)/forward/CPU/4 thread(s) |
17520.5 ns |
18833.5 ns |
0.93 |
groupnorm(4, act=identity, affine=false)(16 x 16 x 4 x 32)/forward/CPU/8 thread(s) |
18916 ns |
18541 ns |
1.02 |
groupnorm(4, act=identity, affine=false)(16 x 16 x 4 x 32)/forward/CPU/1 thread(s) |
18708.5 ns |
18021 ns |
1.04 |
groupnorm(4, act=identity, affine=false)(16 x 16 x 4 x 32)/forward/GPU/CUDA |
67316 ns |
65828.5 ns |
1.02 |
groupnorm(4, act=identity, affine=false)(16 x 16 x 4 x 32)/forward/GPU/oneAPI |
2841743 ns |
2797898 ns |
1.02 |
groupnorm(4, act=identity, affine=false)(16 x 16 x 4 x 32)/forward/GPU/Metal |
1301187.5 ns |
1292083.5 ns |
1.01 |
groupnorm(4, act=identity, affine=false)(16 x 16 x 4 x 32)/forward/GPU/AMDGPU |
75270.5 ns |
77641 ns |
0.97 |
groupnorm(4, act=identity, affine=false)(16 x 16 x 4 x 32)/zygote/CPU/2 thread(s) |
211750 ns |
212959 ns |
0.99 |
groupnorm(4, act=identity, affine=false)(16 x 16 x 4 x 32)/zygote/CPU/4 thread(s) |
221250 ns |
212416 ns |
1.04 |
groupnorm(4, act=identity, affine=false)(16 x 16 x 4 x 32)/zygote/CPU/8 thread(s) |
212979.5 ns |
223375 ns |
0.95 |
groupnorm(4, act=identity, affine=false)(16 x 16 x 4 x 32)/zygote/CPU/1 thread(s) |
220959 ns |
219958 ns |
1.00 |
groupnorm(4, act=identity, affine=false)(16 x 16 x 4 x 32)/zygote/GPU/CUDA |
355350 ns |
345170 ns |
1.03 |
groupnorm(4, act=identity, affine=false)(16 x 16 x 4 x 32)/zygote/GPU/oneAPI |
12887660 ns |
13000126.5 ns |
0.99 |
groupnorm(4, act=identity, affine=false)(16 x 16 x 4 x 32)/zygote/GPU/Metal |
5578875 ns |
5618187 ns |
0.99 |
groupnorm(4, act=identity, affine=false)(16 x 16 x 4 x 32)/zygote/GPU/AMDGPU |
475568.5 ns |
472507 ns |
1.01 |
bias_activation(2, act=relu)(2 x 128)/forward/CPU/2 thread(s) |
583.5 ns |
625 ns |
0.93 |
bias_activation(2, act=relu)(2 x 128)/forward/CPU/4 thread(s) |
625 ns |
625 ns |
1 |
bias_activation(2, act=relu)(2 x 128)/forward/CPU/8 thread(s) |
792 ns |
750 ns |
1.06 |
bias_activation(2, act=relu)(2 x 128)/forward/CPU/1 thread(s) |
709 ns |
708 ns |
1.00 |
bias_activation(2, act=relu)(2 x 128)/forward/GPU/CUDA |
20658 ns |
20278 ns |
1.02 |
bias_activation(2, act=relu)(2 x 128)/forward/GPU/oneAPI |
1117791 ns |
1174845 ns |
0.95 |
bias_activation(2, act=relu)(2 x 128)/forward/GPU/Metal |
293750 ns |
284041.5 ns |
1.03 |
bias_activation(2, act=relu)(2 x 128)/forward/GPU/AMDGPU |
32570 ns |
34141 ns |
0.95 |
bias_activation(2, act=relu)(2 x 128)/zygote/CPU/2 thread(s) |
1417 ns |
1417 ns |
1 |
bias_activation(2, act=relu)(2 x 128)/zygote/CPU/4 thread(s) |
1437.5 ns |
1375 ns |
1.05 |
bias_activation(2, act=relu)(2 x 128)/zygote/CPU/8 thread(s) |
1500 ns |
1458 ns |
1.03 |
bias_activation(2, act=relu)(2 x 128)/zygote/CPU/1 thread(s) |
1334 ns |
1375 ns |
0.97 |
bias_activation(2, act=relu)(2 x 128)/zygote/GPU/CUDA |
125407.5 ns |
122996.5 ns |
1.02 |
bias_activation(2, act=relu)(2 x 128)/zygote/GPU/oneAPI |
8435986 ns |
8936472 ns |
0.94 |
bias_activation(2, act=relu)(2 x 128)/zygote/GPU/Metal |
1520937 ns |
1545542 ns |
0.98 |
bias_activation(2, act=relu)(2 x 128)/zygote/GPU/AMDGPU |
124981 ns |
128652 ns |
0.97 |
batchnorm(4, act=relu, affine=true)(16 x 16 x 4 x 32)/forward/CPU/2 thread(s) |
7375 ns |
7292 ns |
1.01 |
batchnorm(4, act=relu, affine=true)(16 x 16 x 4 x 32)/forward/CPU/4 thread(s) |
5334 ns |
5416 ns |
0.98 |
batchnorm(4, act=relu, affine=true)(16 x 16 x 4 x 32)/forward/CPU/8 thread(s) |
5458 ns |
5334 ns |
1.02 |
batchnorm(4, act=relu, affine=true)(16 x 16 x 4 x 32)/forward/CPU/1 thread(s) |
10292 ns |
10125 ns |
1.02 |
batchnorm(4, act=relu, affine=true)(16 x 16 x 4 x 32)/forward/GPU/CUDA |
24335 ns |
23494.5 ns |
1.04 |
batchnorm(4, act=relu, affine=true)(16 x 16 x 4 x 32)/forward/GPU/oneAPI |
1244509 ns |
1206688.5 ns |
1.03 |
batchnorm(4, act=relu, affine=true)(16 x 16 x 4 x 32)/forward/GPU/Metal |
613771 ns |
352291.5 ns |
1.74 |
batchnorm(4, act=relu, affine=true)(16 x 16 x 4 x 32)/forward/GPU/AMDGPU |
46950 ns |
48921 ns |
0.96 |
batchnorm(4, act=relu, affine=true)(16 x 16 x 4 x 32)/zygote/CPU/2 thread(s) |
221791 ns |
265208 ns |
0.84 |
batchnorm(4, act=relu, affine=true)(16 x 16 x 4 x 32)/zygote/CPU/4 thread(s) |
263562.5 ns |
228583 ns |
1.15 |
batchnorm(4, act=relu, affine=true)(16 x 16 x 4 x 32)/zygote/CPU/8 thread(s) |
267459 ns |
268375 ns |
1.00 |
batchnorm(4, act=relu, affine=true)(16 x 16 x 4 x 32)/zygote/CPU/1 thread(s) |
258042 ns |
220208 ns |
1.17 |
batchnorm(4, act=relu, affine=true)(16 x 16 x 4 x 32)/zygote/GPU/CUDA |
191390.5 ns |
191406 ns |
1.00 |
batchnorm(4, act=relu, affine=true)(16 x 16 x 4 x 32)/zygote/GPU/oneAPI |
31212923 ns |
34275082 ns |
0.91 |
batchnorm(4, act=relu, affine=true)(16 x 16 x 4 x 32)/zygote/GPU/Metal |
9028021 ns |
9545416 ns |
0.95 |
batchnorm(4, act=relu, affine=true)(16 x 16 x 4 x 32)/zygote/GPU/AMDGPU |
615105 ns |
615580 ns |
1.00 |
dense(32, bias=false, act=relu)(32 x 128)/forward/CPU/2 thread(s) |
4125 ns |
4084 ns |
1.01 |
dense(32, bias=false, act=relu)(32 x 128)/forward/CPU/4 thread(s) |
4125 ns |
4125 ns |
1 |
dense(32, bias=false, act=relu)(32 x 128)/forward/CPU/8 thread(s) |
4166 ns |
4125 ns |
1.01 |
dense(32, bias=false, act=relu)(32 x 128)/forward/CPU/1 thread(s) |
4084 ns |
4084 ns |
1 |
dense(32, bias=false, act=relu)(32 x 128)/forward/GPU/CUDA |
23747 ns |
23388 ns |
1.02 |
dense(32, bias=false, act=relu)(32 x 128)/forward/GPU/oneAPI |
2059889 ns |
1884551 ns |
1.09 |
dense(32, bias=false, act=relu)(32 x 128)/forward/GPU/Metal |
224375 ns |
222625 ns |
1.01 |
dense(32, bias=false, act=relu)(32 x 128)/forward/GPU/AMDGPU |
48710.5 ns |
50581 ns |
0.96 |
dense(32, bias=false, act=relu)(32 x 128)/zygote/CPU/2 thread(s) |
16417 ns |
16500 ns |
0.99 |
dense(32, bias=false, act=relu)(32 x 128)/zygote/CPU/4 thread(s) |
16666 ns |
16541 ns |
1.01 |
dense(32, bias=false, act=relu)(32 x 128)/zygote/CPU/8 thread(s) |
17166.5 ns |
16666 ns |
1.03 |
dense(32, bias=false, act=relu)(32 x 128)/zygote/CPU/1 thread(s) |
16500 ns |
16500 ns |
1 |
dense(32, bias=false, act=relu)(32 x 128)/zygote/GPU/CUDA |
196190.5 ns |
191032 ns |
1.03 |
dense(32, bias=false, act=relu)(32 x 128)/zygote/GPU/oneAPI |
10575444.5 ns |
9654050 ns |
1.10 |
dense(32, bias=false, act=relu)(32 x 128)/zygote/GPU/Metal |
1220604 ns |
1315416 ns |
0.93 |
dense(32, bias=false, act=relu)(32 x 128)/zygote/GPU/AMDGPU |
178941 ns |
179153 ns |
1.00 |
dense(512, bias=false, act=gelu)(512 x 128)/forward/CPU/2 thread(s) |
511375 ns |
511083 ns |
1.00 |
dense(512, bias=false, act=gelu)(512 x 128)/forward/CPU/4 thread(s) |
332250 ns |
332542 ns |
1.00 |
dense(512, bias=false, act=gelu)(512 x 128)/forward/CPU/8 thread(s) |
331958 ns |
332750 ns |
1.00 |
dense(512, bias=false, act=gelu)(512 x 128)/forward/CPU/1 thread(s) |
865541 ns |
865000 ns |
1.00 |
dense(512, bias=false, act=gelu)(512 x 128)/forward/GPU/CUDA |
113960 ns |
113564 ns |
1.00 |
dense(512, bias=false, act=gelu)(512 x 128)/forward/GPU/oneAPI |
396373 ns |
397782 ns |
1.00 |
dense(512, bias=false, act=gelu)(512 x 128)/forward/GPU/Metal |
455458 ns |
399542 ns |
1.14 |
dense(512, bias=false, act=gelu)(512 x 128)/forward/GPU/AMDGPU |
247962 ns |
249264 ns |
0.99 |
dense(512, bias=false, act=gelu)(512 x 128)/zygote/CPU/2 thread(s) |
2265542 ns |
2268937 ns |
1.00 |
dense(512, bias=false, act=gelu)(512 x 128)/zygote/CPU/4 thread(s) |
1741145.5 ns |
1755645.5 ns |
0.99 |
dense(512, bias=false, act=gelu)(512 x 128)/zygote/CPU/8 thread(s) |
1750125 ns |
1746583 ns |
1.00 |
dense(512, bias=false, act=gelu)(512 x 128)/zygote/CPU/1 thread(s) |
3194667 ns |
3196292 ns |
1.00 |
dense(512, bias=false, act=gelu)(512 x 128)/zygote/GPU/CUDA |
240998 ns |
236643 ns |
1.02 |
dense(512, bias=false, act=gelu)(512 x 128)/zygote/GPU/oneAPI |
12033885 ns |
9269331 ns |
1.30 |
dense(512, bias=false, act=gelu)(512 x 128)/zygote/GPU/Metal |
1913833 ns |
1892000 ns |
1.01 |
dense(512, bias=false, act=gelu)(512 x 128)/zygote/GPU/AMDGPU |
763086 ns |
761836.5 ns |
1.00 |
layernorm(2, act=relu, affine=false)(32 x 32)/forward/CPU/2 thread(s) |
6625 ns |
6167 ns |
1.07 |
layernorm(2, act=relu, affine=false)(32 x 32)/forward/CPU/4 thread(s) |
6104 ns |
6250 ns |
0.98 |
layernorm(2, act=relu, affine=false)(32 x 32)/forward/CPU/8 thread(s) |
7709 ns |
7875 ns |
0.98 |
layernorm(2, act=relu, affine=false)(32 x 32)/forward/CPU/1 thread(s) |
6709 ns |
6292 ns |
1.07 |
layernorm(2, act=relu, affine=false)(32 x 32)/forward/GPU/CUDA |
90571.5 ns |
90951 ns |
1.00 |
layernorm(2, act=relu, affine=false)(32 x 32)/forward/GPU/oneAPI |
5303527.5 ns |
5183601.5 ns |
1.02 |
layernorm(2, act=relu, affine=false)(32 x 32)/forward/GPU/Metal |
773833.5 ns |
790084 ns |
0.98 |
layernorm(2, act=relu, affine=false)(32 x 32)/forward/GPU/AMDGPU |
60371 ns |
60171 ns |
1.00 |
layernorm(2, act=relu, affine=false)(32 x 32)/zygote/CPU/2 thread(s) |
11104.5 ns |
9729.5 ns |
1.14 |
layernorm(2, act=relu, affine=false)(32 x 32)/zygote/CPU/4 thread(s) |
11541.5 ns |
11833.5 ns |
0.98 |
layernorm(2, act=relu, affine=false)(32 x 32)/zygote/CPU/8 thread(s) |
11583.5 ns |
10709 ns |
1.08 |
layernorm(2, act=relu, affine=false)(32 x 32)/zygote/CPU/1 thread(s) |
11041 ns |
11250 ns |
0.98 |
layernorm(2, act=relu, affine=false)(32 x 32)/zygote/GPU/CUDA |
621523 ns |
631820 ns |
0.98 |
layernorm(2, act=relu, affine=false)(32 x 32)/zygote/GPU/oneAPI |
38208156 ns |
38968720 ns |
0.98 |
layernorm(2, act=relu, affine=false)(32 x 32)/zygote/GPU/Metal |
5786083 ns |
5635041.5 ns |
1.03 |
layernorm(2, act=relu, affine=false)(32 x 32)/zygote/GPU/AMDGPU |
413623 ns |
413756 ns |
1.00 |
dense(2, bias=true, act=relu)(2 x 128)/forward/CPU/2 thread(s) |
541 ns |
541 ns |
1 |
dense(2, bias=true, act=relu)(2 x 128)/forward/CPU/4 thread(s) |
542 ns |
541 ns |
1.00 |
dense(2, bias=true, act=relu)(2 x 128)/forward/CPU/8 thread(s) |
541 ns |
500 ns |
1.08 |
dense(2, bias=true, act=relu)(2 x 128)/forward/CPU/1 thread(s) |
541 ns |
541 ns |
1 |
dense(2, bias=true, act=relu)(2 x 128)/forward/GPU/CUDA |
23874 ns |
22959 ns |
1.04 |
dense(2, bias=true, act=relu)(2 x 128)/forward/GPU/oneAPI |
2259468 ns |
2250193 ns |
1.00 |
dense(2, bias=true, act=relu)(2 x 128)/forward/GPU/Metal |
228959 ns |
229979.5 ns |
1.00 |
dense(2, bias=true, act=relu)(2 x 128)/forward/GPU/AMDGPU |
51460 ns |
51060 ns |
1.01 |
dense(2, bias=true, act=relu)(2 x 128)/zygote/CPU/2 thread(s) |
2125 ns |
2084 ns |
1.02 |
dense(2, bias=true, act=relu)(2 x 128)/zygote/CPU/4 thread(s) |
2167 ns |
2084 ns |
1.04 |
dense(2, bias=true, act=relu)(2 x 128)/zygote/CPU/8 thread(s) |
2209 ns |
2083 ns |
1.06 |
dense(2, bias=true, act=relu)(2 x 128)/zygote/CPU/1 thread(s) |
2083 ns |
2125 ns |
0.98 |
dense(2, bias=true, act=relu)(2 x 128)/zygote/GPU/CUDA |
218615 ns |
238043 ns |
0.92 |
dense(2, bias=true, act=relu)(2 x 128)/zygote/GPU/oneAPI |
10999156 ns |
12339690 ns |
0.89 |
dense(2, bias=true, act=relu)(2 x 128)/zygote/GPU/Metal |
1993375 ns |
1997542 ns |
1.00 |
dense(2, bias=true, act=relu)(2 x 128)/zygote/GPU/AMDGPU |
179811 ns |
176033 ns |
1.02 |
groupnorm(2, act=relu, affine=true)(32 x 32)/forward/CPU/2 thread(s) |
9375 ns |
8458 ns |
1.11 |
groupnorm(2, act=relu, affine=true)(32 x 32)/forward/CPU/4 thread(s) |
9709 ns |
8604.5 ns |
1.13 |
groupnorm(2, act=relu, affine=true)(32 x 32)/forward/CPU/8 thread(s) |
11667 ns |
10250 ns |
1.14 |
groupnorm(2, act=relu, affine=true)(32 x 32)/forward/CPU/1 thread(s) |
9083 ns |
8458 ns |
1.07 |
groupnorm(2, act=relu, affine=true)(32 x 32)/forward/GPU/CUDA |
107558 ns |
111812 ns |
0.96 |
groupnorm(2, act=relu, affine=true)(32 x 32)/forward/GPU/oneAPI |
3162682 ns |
2954218 ns |
1.07 |
groupnorm(2, act=relu, affine=true)(32 x 32)/forward/GPU/Metal |
851875 ns |
809875 ns |
1.05 |
groupnorm(2, act=relu, affine=true)(32 x 32)/forward/GPU/AMDGPU |
77041 ns |
75421 ns |
1.02 |
groupnorm(2, act=relu, affine=true)(32 x 32)/zygote/CPU/2 thread(s) |
17958.5 ns |
17729.5 ns |
1.01 |
groupnorm(2, act=relu, affine=true)(32 x 32)/zygote/CPU/4 thread(s) |
19042 ns |
17854 ns |
1.07 |
groupnorm(2, act=relu, affine=true)(32 x 32)/zygote/CPU/8 thread(s) |
18833 ns |
18479.5 ns |
1.02 |
groupnorm(2, act=relu, affine=true)(32 x 32)/zygote/CPU/1 thread(s) |
17541.5 ns |
17500 ns |
1.00 |
groupnorm(2, act=relu, affine=true)(32 x 32)/zygote/GPU/CUDA |
597196.5 ns |
612415.5 ns |
0.98 |
groupnorm(2, act=relu, affine=true)(32 x 32)/zygote/GPU/oneAPI |
17134824 ns |
16447833 ns |
1.04 |
groupnorm(2, act=relu, affine=true)(32 x 32)/zygote/GPU/Metal |
5474187 ns |
5303292 ns |
1.03 |
groupnorm(2, act=relu, affine=true)(32 x 32)/zygote/GPU/AMDGPU |
387393 ns |
386655 ns |
1.00 |
batchnorm(2, act=identity, affine=false)(32 x 32)/forward/CPU/2 thread(s) |
500 ns |
459 ns |
1.09 |
batchnorm(2, act=identity, affine=false)(32 x 32)/forward/CPU/4 thread(s) |
583 ns |
459 ns |
1.27 |
batchnorm(2, act=identity, affine=false)(32 x 32)/forward/CPU/8 thread(s) |
584 ns |
625 ns |
0.93 |
batchnorm(2, act=identity, affine=false)(32 x 32)/forward/CPU/1 thread(s) |
583 ns |
542 ns |
1.08 |
batchnorm(2, act=identity, affine=false)(32 x 32)/forward/GPU/CUDA |
35659 ns |
35148 ns |
1.01 |
batchnorm(2, act=identity, affine=false)(32 x 32)/forward/GPU/oneAPI |
1185739.5 ns |
1185387 ns |
1.00 |
batchnorm(2, act=identity, affine=false)(32 x 32)/forward/GPU/Metal |
293083 ns |
379167 ns |
0.77 |
batchnorm(2, act=identity, affine=false)(32 x 32)/forward/GPU/AMDGPU |
47871 ns |
45811 ns |
1.04 |
batchnorm(2, act=identity, affine=false)(32 x 32)/zygote/CPU/2 thread(s) |
9583.5 ns |
8625.5 ns |
1.11 |
batchnorm(2, act=identity, affine=false)(32 x 32)/zygote/CPU/4 thread(s) |
9333.5 ns |
9625 ns |
0.97 |
batchnorm(2, act=identity, affine=false)(32 x 32)/zygote/CPU/8 thread(s) |
9270.5 ns |
9833 ns |
0.94 |
batchnorm(2, act=identity, affine=false)(32 x 32)/zygote/CPU/1 thread(s) |
8937.5 ns |
8979.5 ns |
1.00 |
batchnorm(2, act=identity, affine=false)(32 x 32)/zygote/GPU/CUDA |
259605 ns |
266322.5 ns |
0.97 |
batchnorm(2, act=identity, affine=false)(32 x 32)/zygote/GPU/oneAPI |
18447546 ns |
19024975 ns |
0.97 |
batchnorm(2, act=identity, affine=false)(32 x 32)/zygote/GPU/Metal |
5011104 ns |
5023625 ns |
1.00 |
batchnorm(2, act=identity, affine=false)(32 x 32)/zygote/GPU/AMDGPU |
374128 ns |
376345 ns |
0.99 |
dense(512, bias=false, act=identity)(512 x 128)/forward/CPU/2 thread(s) |
398875 ns |
398458 ns |
1.00 |
dense(512, bias=false, act=identity)(512 x 128)/forward/CPU/4 thread(s) |
215584 ns |
215375 ns |
1.00 |
dense(512, bias=false, act=identity)(512 x 128)/forward/CPU/8 thread(s) |
215083 ns |
215625 ns |
1.00 |
dense(512, bias=false, act=identity)(512 x 128)/forward/CPU/1 thread(s) |
755958 ns |
756084 ns |
1.00 |
dense(512, bias=false, act=identity)(512 x 128)/forward/GPU/CUDA |
111970 ns |
110416.5 ns |
1.01 |
dense(512, bias=false, act=identity)(512 x 128)/forward/GPU/oneAPI |
332768 ns |
325801 ns |
1.02 |
dense(512, bias=false, act=identity)(512 x 128)/forward/GPU/Metal |
386416 ns |
380603.5 ns |
1.02 |
dense(512, bias=false, act=identity)(512 x 128)/forward/GPU/AMDGPU |
79430 ns |
78551 ns |
1.01 |
dense(512, bias=false, act=identity)(512 x 128)/zygote/CPU/2 thread(s) |
1388333 ns |
1395208.5 ns |
1.00 |
dense(512, bias=false, act=identity)(512 x 128)/zygote/CPU/4 thread(s) |
857833 ns |
859166.5 ns |
1.00 |
dense(512, bias=false, act=identity)(512 x 128)/zygote/CPU/8 thread(s) |
858042 ns |
860417 ns |
1.00 |
dense(512, bias=false, act=identity)(512 x 128)/zygote/CPU/1 thread(s) |
2356750 ns |
2356542 ns |
1.00 |
dense(512, bias=false, act=identity)(512 x 128)/zygote/GPU/CUDA |
207644 ns |
203387 ns |
1.02 |
dense(512, bias=false, act=identity)(512 x 128)/zygote/GPU/oneAPI |
8781675 ns |
10253444.5 ns |
0.86 |
dense(512, bias=false, act=identity)(512 x 128)/zygote/GPU/Metal |
1598729 ns |
1668583 ns |
0.96 |
dense(512, bias=false, act=identity)(512 x 128)/zygote/GPU/AMDGPU |
322992.5 ns |
324309.5 ns |
1.00 |
layernorm(2, act=relu, affine=true)(32 x 32)/forward/CPU/2 thread(s) |
7312.5 ns |
7521 ns |
0.97 |
layernorm(2, act=relu, affine=true)(32 x 32)/forward/CPU/4 thread(s) |
7709 ns |
7208 ns |
1.07 |
layernorm(2, act=relu, affine=true)(32 x 32)/forward/CPU/8 thread(s) |
8375 ns |
7937.5 ns |
1.06 |
layernorm(2, act=relu, affine=true)(32 x 32)/forward/CPU/1 thread(s) |
7125 ns |
7354.5 ns |
0.97 |
layernorm(2, act=relu, affine=true)(32 x 32)/forward/GPU/CUDA |
143151 ns |
146147.5 ns |
0.98 |
layernorm(2, act=relu, affine=true)(32 x 32)/forward/GPU/oneAPI |
6385139 ns |
5499314 ns |
1.16 |
layernorm(2, act=relu, affine=true)(32 x 32)/forward/GPU/Metal |
448750 ns |
448604 ns |
1.00 |
layernorm(2, act=relu, affine=true)(32 x 32)/forward/GPU/AMDGPU |
61490 ns |
60691 ns |
1.01 |
layernorm(2, act=relu, affine=true)(32 x 32)/zygote/CPU/2 thread(s) |
15020.5 ns |
14937.5 ns |
1.01 |
layernorm(2, act=relu, affine=true)(32 x 32)/zygote/CPU/4 thread(s) |
14291 ns |
13604.5 ns |
1.05 |
layernorm(2, act=relu, affine=true)(32 x 32)/zygote/CPU/8 thread(s) |
14625 ns |
13667 ns |
1.07 |
layernorm(2, act=relu, affine=true)(32 x 32)/zygote/CPU/1 thread(s) |
15854 ns |
15375.5 ns |
1.03 |
layernorm(2, act=relu, affine=true)(32 x 32)/zygote/GPU/CUDA |
972405 ns |
955436.5 ns |
1.02 |
layernorm(2, act=relu, affine=true)(32 x 32)/zygote/GPU/oneAPI |
49449537.5 ns |
43131702 ns |
1.15 |
layernorm(2, act=relu, affine=true)(32 x 32)/zygote/GPU/Metal |
5975895.5 ns |
5899125.5 ns |
1.01 |
layernorm(2, act=relu, affine=true)(32 x 32)/zygote/GPU/AMDGPU |
437174 ns |
433397 ns |
1.01 |
layernorm(4, act=identity, affine=false)(16 x 16 x 4 x 32)/forward/CPU/2 thread(s) |
25083 ns |
24125 ns |
1.04 |
layernorm(4, act=identity, affine=false)(16 x 16 x 4 x 32)/forward/CPU/4 thread(s) |
25125 ns |
24708.5 ns |
1.02 |
layernorm(4, act=identity, affine=false)(16 x 16 x 4 x 32)/forward/CPU/8 thread(s) |
28500 ns |
28229 ns |
1.01 |
layernorm(4, act=identity, affine=false)(16 x 16 x 4 x 32)/forward/CPU/1 thread(s) |
25687.5 ns |
24895.5 ns |
1.03 |
layernorm(4, act=identity, affine=false)(16 x 16 x 4 x 32)/forward/GPU/CUDA |
201048 ns |
196723 ns |
1.02 |
layernorm(4, act=identity, affine=false)(16 x 16 x 4 x 32)/forward/GPU/oneAPI |
8216742 ns |
7737736 ns |
1.06 |
layernorm(4, act=identity, affine=false)(16 x 16 x 4 x 32)/forward/GPU/Metal |
1213500 ns |
1117208 ns |
1.09 |
layernorm(4, act=identity, affine=false)(16 x 16 x 4 x 32)/forward/GPU/AMDGPU |
118471 ns |
117742 ns |
1.01 |
layernorm(4, act=identity, affine=false)(16 x 16 x 4 x 32)/zygote/CPU/2 thread(s) |
145292 ns |
103770.5 ns |
1.40 |
layernorm(4, act=identity, affine=false)(16 x 16 x 4 x 32)/zygote/CPU/4 thread(s) |
147625 ns |
117375.5 ns |
1.26 |
layernorm(4, act=identity, affine=false)(16 x 16 x 4 x 32)/zygote/CPU/8 thread(s) |
113812.5 ns |
147541.5 ns |
0.77 |
layernorm(4, act=identity, affine=false)(16 x 16 x 4 x 32)/zygote/CPU/1 thread(s) |
148562.5 ns |
159541 ns |
0.93 |
layernorm(4, act=identity, affine=false)(16 x 16 x 4 x 32)/zygote/GPU/CUDA |
1082636 ns |
1058384 ns |
1.02 |
layernorm(4, act=identity, affine=false)(16 x 16 x 4 x 32)/zygote/GPU/oneAPI |
42070250 ns |
44485069 ns |
0.95 |
layernorm(4, act=identity, affine=false)(16 x 16 x 4 x 32)/zygote/GPU/Metal |
5751979 ns |
5929750 ns |
0.97 |
layernorm(4, act=identity, affine=false)(16 x 16 x 4 x 32)/zygote/GPU/AMDGPU |
601145 ns |
590519 ns |
1.02 |
layernorm(4, act=relu, affine=true)(16 x 16 x 4 x 32)/forward/CPU/2 thread(s) |
74542 ns |
75041 ns |
0.99 |
layernorm(4, act=relu, affine=true)(16 x 16 x 4 x 32)/forward/CPU/4 thread(s) |
76959 ns |
75021 ns |
1.03 |
layernorm(4, act=relu, affine=true)(16 x 16 x 4 x 32)/forward/CPU/8 thread(s) |
80042 ns |
76729.5 ns |
1.04 |
layernorm(4, act=relu, affine=true)(16 x 16 x 4 x 32)/forward/CPU/1 thread(s) |
74000 ns |
85708 ns |
0.86 |
layernorm(4, act=relu, affine=true)(16 x 16 x 4 x 32)/forward/GPU/CUDA |
210048 ns |
203053 ns |
1.03 |
layernorm(4, act=relu, affine=true)(16 x 16 x 4 x 32)/forward/GPU/oneAPI |
7715013 ns |
7420031.5 ns |
1.04 |
layernorm(4, act=relu, affine=true)(16 x 16 x 4 x 32)/forward/GPU/Metal |
543000 ns |
532041.5 ns |
1.02 |
layernorm(4, act=relu, affine=true)(16 x 16 x 4 x 32)/forward/GPU/AMDGPU |
125206 ns |
125262 ns |
1.00 |
layernorm(4, act=relu, affine=true)(16 x 16 x 4 x 32)/zygote/CPU/2 thread(s) |
301875 ns |
274937.5 ns |
1.10 |
layernorm(4, act=relu, affine=true)(16 x 16 x 4 x 32)/zygote/CPU/4 thread(s) |
284709 ns |
306333 ns |
0.93 |
layernorm(4, act=relu, affine=true)(16 x 16 x 4 x 32)/zygote/CPU/8 thread(s) |
211791 ns |
314500 ns |
0.67 |
layernorm(4, act=relu, affine=true)(16 x 16 x 4 x 32)/zygote/CPU/1 thread(s) |
299770.5 ns |
291333 ns |
1.03 |
layernorm(4, act=relu, affine=true)(16 x 16 x 4 x 32)/zygote/GPU/CUDA |
1128416 ns |
1113767.5 ns |
1.01 |
layernorm(4, act=relu, affine=true)(16 x 16 x 4 x 32)/zygote/GPU/oneAPI |
43276791 ns |
41752889.5 ns |
1.04 |
layernorm(4, act=relu, affine=true)(16 x 16 x 4 x 32)/zygote/GPU/Metal |
6601000 ns |
6339625 ns |
1.04 |
layernorm(4, act=relu, affine=true)(16 x 16 x 4 x 32)/zygote/GPU/AMDGPU |
702246 ns |
696159 ns |
1.01 |
layernorm(2, act=gelu, affine=true)(32 x 32)/forward/CPU/2 thread(s) |
16958 ns |
16375 ns |
1.04 |
layernorm(2, act=gelu, affine=true)(32 x 32)/forward/CPU/4 thread(s) |
17500 ns |
17166 ns |
1.02 |
layernorm(2, act=gelu, affine=true)(32 x 32)/forward/CPU/8 thread(s) |
18667 ns |
17708.5 ns |
1.05 |
layernorm(2, act=gelu, affine=true)(32 x 32)/forward/CPU/1 thread(s) |
16292 ns |
16500 ns |
0.99 |
layernorm(2, act=gelu, affine=true)(32 x 32)/forward/GPU/CUDA |
148481 ns |
149324.5 ns |
0.99 |
layernorm(2, act=gelu, affine=true)(32 x 32)/forward/GPU/oneAPI |
5705815.5 ns |
5632259 ns |
1.01 |
layernorm(2, act=gelu, affine=true)(32 x 32)/forward/GPU/Metal |
524625 ns |
451041 ns |
1.16 |
layernorm(2, act=gelu, affine=true)(32 x 32)/forward/GPU/AMDGPU |
239632 ns |
238583.5 ns |
1.00 |
layernorm(2, act=gelu, affine=true)(32 x 32)/zygote/CPU/2 thread(s) |
27313 ns |
25041.5 ns |
1.09 |
layernorm(2, act=gelu, affine=true)(32 x 32)/zygote/CPU/4 thread(s) |
28000 ns |
27458.5 ns |
1.02 |
layernorm(2, act=gelu, affine=true)(32 x 32)/zygote/CPU/8 thread(s) |
26959 ns |
27208 ns |
0.99 |
layernorm(2, act=gelu, affine=true)(32 x 32)/zygote/CPU/1 thread(s) |
25250.5 ns |
27417 ns |
0.92 |
layernorm(2, act=gelu, affine=true)(32 x 32)/zygote/GPU/CUDA |
984571.5 ns |
967445 ns |
1.02 |
layernorm(2, act=gelu, affine=true)(32 x 32)/zygote/GPU/oneAPI |
39101861 ns |
42171811 ns |
0.93 |
layernorm(2, act=gelu, affine=true)(32 x 32)/zygote/GPU/Metal |
6098270.5 ns |
5985271 ns |
1.02 |
layernorm(2, act=gelu, affine=true)(32 x 32)/zygote/GPU/AMDGPU |
714026 ns |
714285 ns |
1.00 |
groupnorm(2, act=gelu, affine=true)(32 x 32)/forward/CPU/2 thread(s) |
11084 ns |
10541 ns |
1.05 |
groupnorm(2, act=gelu, affine=true)(32 x 32)/forward/CPU/4 thread(s) |
11417 ns |
10708 ns |
1.07 |
groupnorm(2, act=gelu, affine=true)(32 x 32)/forward/CPU/8 thread(s) |
13500 ns |
12167 ns |
1.11 |
groupnorm(2, act=gelu, affine=true)(32 x 32)/forward/CPU/1 thread(s) |
11083 ns |
10416 ns |
1.06 |
groupnorm(2, act=gelu, affine=true)(32 x 32)/forward/GPU/CUDA |
126073 ns |
124817.5 ns |
1.01 |
groupnorm(2, act=gelu, affine=true)(32 x 32)/forward/GPU/oneAPI |
3886871.5 ns |
3419436 ns |
1.14 |
groupnorm(2, act=gelu, affine=true)(32 x 32)/forward/GPU/Metal |
831084 ns |
811375 ns |
1.02 |
groupnorm(2, act=gelu, affine=true)(32 x 32)/forward/GPU/AMDGPU |
239702 ns |
240213 ns |
1.00 |
groupnorm(2, act=gelu, affine=true)(32 x 32)/zygote/CPU/2 thread(s) |
21542 ns |
21834 ns |
0.99 |
groupnorm(2, act=gelu, affine=true)(32 x 32)/zygote/CPU/4 thread(s) |
22083 ns |
21917 ns |
1.01 |
groupnorm(2, act=gelu, affine=true)(32 x 32)/zygote/CPU/8 thread(s) |
21958 ns |
22667 ns |
0.97 |
groupnorm(2, act=gelu, affine=true)(32 x 32)/zygote/CPU/1 thread(s) |
21667 ns |
22875 ns |
0.95 |
groupnorm(2, act=gelu, affine=true)(32 x 32)/zygote/GPU/CUDA |
706566 ns |
693267 ns |
1.02 |
groupnorm(2, act=gelu, affine=true)(32 x 32)/zygote/GPU/oneAPI |
20349369 ns |
20616607 ns |
0.99 |
groupnorm(2, act=gelu, affine=true)(32 x 32)/zygote/GPU/Metal |
5568417 ns |
5554812 ns |
1.00 |
groupnorm(2, act=gelu, affine=true)(32 x 32)/zygote/GPU/AMDGPU |
687945 ns |
675879 ns |
1.02 |
groupnorm(4, act=gelu, affine=false)(16 x 16 x 4 x 32)/forward/CPU/2 thread(s) |
62437.5 ns |
63875 ns |
0.98 |
groupnorm(4, act=gelu, affine=false)(16 x 16 x 4 x 32)/forward/CPU/4 thread(s) |
63291.5 ns |
65458 ns |
0.97 |
groupnorm(4, act=gelu, affine=false)(16 x 16 x 4 x 32)/forward/CPU/8 thread(s) |
66458 ns |
68750 ns |
0.97 |
groupnorm(4, act=gelu, affine=false)(16 x 16 x 4 x 32)/forward/CPU/1 thread(s) |
62750 ns |
63291 ns |
0.99 |
groupnorm(4, act=gelu, affine=false)(16 x 16 x 4 x 32)/forward/GPU/CUDA |
107293.5 ns |
106862 ns |
1.00 |
groupnorm(4, act=gelu, affine=false)(16 x 16 x 4 x 32)/forward/GPU/oneAPI |
3660159 ns |
3236758 ns |
1.13 |
groupnorm(4, act=gelu, affine=false)(16 x 16 x 4 x 32)/forward/GPU/Metal |
1323062.5 ns |
1339728.5 ns |
0.99 |
groupnorm(4, act=gelu, affine=false)(16 x 16 x 4 x 32)/forward/GPU/AMDGPU |
239692 ns |
237523 ns |
1.01 |
groupnorm(4, act=gelu, affine=false)(16 x 16 x 4 x 32)/zygote/CPU/2 thread(s) |
490792 ns |
436417 ns |
1.12 |
groupnorm(4, act=gelu, affine=false)(16 x 16 x 4 x 32)/zygote/CPU/4 thread(s) |
443541 ns |
449729 ns |
0.99 |
groupnorm(4, act=gelu, affine=false)(16 x 16 x 4 x 32)/zygote/CPU/8 thread(s) |
450500 ns |
447750 ns |
1.01 |
groupnorm(4, act=gelu, affine=false)(16 x 16 x 4 x 32)/zygote/CPU/1 thread(s) |
437917 ns |
486125 ns |
0.90 |
groupnorm(4, act=gelu, affine=false)(16 x 16 x 4 x 32)/zygote/GPU/CUDA |
517439 ns |
515853 ns |
1.00 |
groupnorm(4, act=gelu, affine=false)(16 x 16 x 4 x 32)/zygote/GPU/oneAPI |
21639679 ns |
20960752 ns |
1.03 |
groupnorm(4, act=gelu, affine=false)(16 x 16 x 4 x 32)/zygote/GPU/Metal |
6076541.5 ns |
6146771 ns |
0.99 |
groupnorm(4, act=gelu, affine=false)(16 x 16 x 4 x 32)/zygote/GPU/AMDGPU |
731271.5 ns |
715734 ns |
1.02 |
layernorm(2, act=identity, affine=true)(32 x 32)/forward/CPU/2 thread(s) |
7208.5 ns |
7250.5 ns |
0.99 |
layernorm(2, act=identity, affine=true)(32 x 32)/forward/CPU/4 thread(s) |
7521 ns |
7041.5 ns |
1.07 |
layernorm(2, act=identity, affine=true)(32 x 32)/forward/CPU/8 thread(s) |
9042 ns |
8708 ns |
1.04 |
layernorm(2, act=identity, affine=true)(32 x 32)/forward/CPU/1 thread(s) |
7125 ns |
6916.5 ns |
1.03 |
layernorm(2, act=identity, affine=true)(32 x 32)/forward/GPU/CUDA |
146603.5 ns |
146046 ns |
1.00 |
layernorm(2, act=identity, affine=true)(32 x 32)/forward/GPU/oneAPI |
6392989 ns |
5957852 ns |
1.07 |
layernorm(2, act=identity, affine=true)(32 x 32)/forward/GPU/Metal |
458687.5 ns |
454417 ns |
1.01 |
layernorm(2, act=identity, affine=true)(32 x 32)/forward/GPU/AMDGPU |
59111 ns |
59271 ns |
1.00 |
layernorm(2, act=identity, affine=true)(32 x 32)/zygote/CPU/2 thread(s) |
14875 ns |
14771 ns |
1.01 |
layernorm(2, act=identity, affine=true)(32 x 32)/zygote/CPU/4 thread(s) |
15062.5 ns |
15479 ns |
0.97 |
layernorm(2, act=identity, affine=true)(32 x 32)/zygote/CPU/8 thread(s) |
14937.5 ns |
15062 ns |
0.99 |
layernorm(2, act=identity, affine=true)(32 x 32)/zygote/CPU/1 thread(s) |
15125 ns |
14000 ns |
1.08 |
layernorm(2, act=identity, affine=true)(32 x 32)/zygote/GPU/CUDA |
952699.5 ns |
942484.5 ns |
1.01 |
layernorm(2, act=identity, affine=true)(32 x 32)/zygote/GPU/oneAPI |
40798622 ns |
39118999 ns |
1.04 |
layernorm(2, act=identity, affine=true)(32 x 32)/zygote/GPU/Metal |
5781813 ns |
5667729 ns |
1.02 |
layernorm(2, act=identity, affine=true)(32 x 32)/zygote/GPU/AMDGPU |
405764 ns |
407846 ns |
0.99 |
batchedmm(512, Bsize=4)/forward/CPU/2 thread(s) |
6157292 ns |
6158125.5 ns |
1.00 |
batchedmm(512, Bsize=4)/forward/CPU/4 thread(s) |
3225250 ns |
3218166 ns |
1.00 |
batchedmm(512, Bsize=4)/forward/CPU/8 thread(s) |
3226625 ns |
3227708 ns |
1.00 |
batchedmm(512, Bsize=4)/forward/CPU/1 thread(s) |
11915500 ns |
11925375 ns |
1.00 |
batchedmm(512, Bsize=4)/forward/GPU/CUDA |
350478 ns |
351461 ns |
1.00 |
batchedmm(512, Bsize=4)/forward/GPU/AMDGPU |
296627.5 ns |
299264 ns |
0.99 |
batchedmm(512, Bsize=4)/zygote/CPU/2 thread(s) |
19132270.5 ns |
19150312.5 ns |
1.00 |
batchedmm(512, Bsize=4)/zygote/CPU/4 thread(s) |
11022312 ns |
11075104 ns |
1.00 |
batchedmm(512, Bsize=4)/zygote/CPU/8 thread(s) |
11088416 ns |
11106625 ns |
1.00 |
batchedmm(512, Bsize=4)/zygote/CPU/1 thread(s) |
36416791.5 ns |
36514875 ns |
1.00 |
batchedmm(512, Bsize=4)/zygote/GPU/CUDA |
1067365 ns |
1053961 ns |
1.01 |
batchedmm(512, Bsize=4)/zygote/GPU/AMDGPU |
1157365 ns |
1154031 ns |
1.00 |
dense(2, bias=true, act=gelu)(2 x 128)/forward/CPU/2 thread(s) |
917 ns |
958 ns |
0.96 |
dense(2, bias=true, act=gelu)(2 x 128)/forward/CPU/4 thread(s) |
1042 ns |
1000 ns |
1.04 |
dense(2, bias=true, act=gelu)(2 x 128)/forward/CPU/8 thread(s) |
1000 ns |
1041 ns |
0.96 |
dense(2, bias=true, act=gelu)(2 x 128)/forward/CPU/1 thread(s) |
959 ns |
958 ns |
1.00 |
dense(2, bias=true, act=gelu)(2 x 128)/forward/GPU/CUDA |
23582 ns |
23131 ns |
1.02 |
dense(2, bias=true, act=gelu)(2 x 128)/forward/GPU/oneAPI |
2239100 ns |
2063993 ns |
1.08 |
dense(2, bias=true, act=gelu)(2 x 128)/forward/GPU/Metal |
288125 ns |
232479 ns |
1.24 |
dense(2, bias=true, act=gelu)(2 x 128)/forward/GPU/AMDGPU |
214282 ns |
213903 ns |
1.00 |
dense(2, bias=true, act=gelu)(2 x 128)/zygote/CPU/2 thread(s) |
3667 ns |
3708 ns |
0.99 |
dense(2, bias=true, act=gelu)(2 x 128)/zygote/CPU/4 thread(s) |
3750 ns |
3667 ns |
1.02 |
dense(2, bias=true, act=gelu)(2 x 128)/zygote/CPU/8 thread(s) |
3750 ns |
3709 ns |
1.01 |
dense(2, bias=true, act=gelu)(2 x 128)/zygote/CPU/1 thread(s) |
3625 ns |
3667 ns |
0.99 |
dense(2, bias=true, act=gelu)(2 x 128)/zygote/GPU/CUDA |
282213 ns |
280249 ns |
1.01 |
dense(2, bias=true, act=gelu)(2 x 128)/zygote/GPU/oneAPI |
11258687 ns |
11110622 ns |
1.01 |
dense(2, bias=true, act=gelu)(2 x 128)/zygote/GPU/Metal |
2144000 ns |
2136458 ns |
1.00 |
dense(2, bias=true, act=gelu)(2 x 128)/zygote/GPU/AMDGPU |
648245 ns |
645129 ns |
1.00 |
groupnorm(2, act=relu, affine=true)(4 x 32)/forward/CPU/2 thread(s) |
8625 ns |
8250 ns |
1.05 |
groupnorm(2, act=relu, affine=true)(4 x 32)/forward/CPU/4 thread(s) |
8875 ns |
7791.5 ns |
1.14 |
groupnorm(2, act=relu, affine=true)(4 x 32)/forward/CPU/8 thread(s) |
9667 ns |
9125 ns |
1.06 |
groupnorm(2, act=relu, affine=true)(4 x 32)/forward/CPU/1 thread(s) |
8667 ns |
8396 ns |
1.03 |
groupnorm(2, act=relu, affine=true)(4 x 32)/forward/GPU/CUDA |
122810 ns |
121638.5 ns |
1.01 |
groupnorm(2, act=relu, affine=true)(4 x 32)/forward/GPU/oneAPI |
3572398.5 ns |
3248289.5 ns |
1.10 |
groupnorm(2, act=relu, affine=true)(4 x 32)/forward/GPU/Metal |
748125 ns |
788916 ns |
0.95 |
groupnorm(2, act=relu, affine=true)(4 x 32)/forward/GPU/AMDGPU |
69920 ns |
67611 ns |
1.03 |
groupnorm(2, act=relu, affine=true)(4 x 32)/zygote/CPU/2 thread(s) |
11875 ns |
11729.5 ns |
1.01 |
groupnorm(2, act=relu, affine=true)(4 x 32)/zygote/CPU/4 thread(s) |
13208.5 ns |
12271 ns |
1.08 |
groupnorm(2, act=relu, affine=true)(4 x 32)/zygote/CPU/8 thread(s) |
13292 ns |
13459 ns |
0.99 |
groupnorm(2, act=relu, affine=true)(4 x 32)/zygote/CPU/1 thread(s) |
11791.5 ns |
11770.5 ns |
1.00 |
groupnorm(2, act=relu, affine=true)(4 x 32)/zygote/GPU/CUDA |
647865 ns |
639448 ns |
1.01 |
groupnorm(2, act=relu, affine=true)(4 x 32)/zygote/GPU/oneAPI |
22137350 ns |
20615290 ns |
1.07 |
groupnorm(2, act=relu, affine=true)(4 x 32)/zygote/GPU/Metal |
4443083 ns |
5086271 ns |
0.87 |
groupnorm(2, act=relu, affine=true)(4 x 32)/zygote/GPU/AMDGPU |
365428 ns |
366630 ns |
1.00 |
dense(2, bias=false, act=relu)(2 x 128)/forward/CPU/2 thread(s) |
333 ns |
292 ns |
1.14 |
dense(2, bias=false, act=relu)(2 x 128)/forward/CPU/4 thread(s) |
333 ns |
291 ns |
1.14 |
dense(2, bias=false, act=relu)(2 x 128)/forward/CPU/8 thread(s) |
292 ns |
292 ns |
1 |
dense(2, bias=false, act=relu)(2 x 128)/forward/CPU/1 thread(s) |
291 ns |
292 ns |
1.00 |
dense(2, bias=false, act=relu)(2 x 128)/forward/GPU/CUDA |
22406 ns |
22523 ns |
0.99 |
dense(2, bias=false, act=relu)(2 x 128)/forward/GPU/oneAPI |
2171056 ns |
2092333 ns |
1.04 |
dense(2, bias=false, act=relu)(2 x 128)/forward/GPU/Metal |
227500 ns |
223666.5 ns |
1.02 |
dense(2, bias=false, act=relu)(2 x 128)/forward/GPU/AMDGPU |
53190 ns |
52621 ns |
1.01 |
dense(2, bias=false, act=relu)(2 x 128)/zygote/CPU/2 thread(s) |
2958 ns |
2875 ns |
1.03 |
dense(2, bias=false, act=relu)(2 x 128)/zygote/CPU/4 thread(s) |
3042 ns |
2959 ns |
1.03 |
dense(2, bias=false, act=relu)(2 x 128)/zygote/CPU/8 thread(s) |
3416 ns |
3042 ns |
1.12 |
dense(2, bias=false, act=relu)(2 x 128)/zygote/CPU/1 thread(s) |
2875 ns |
2875 ns |
1 |
dense(2, bias=false, act=relu)(2 x 128)/zygote/GPU/CUDA |
204810 ns |
203283 ns |
1.01 |
dense(2, bias=false, act=relu)(2 x 128)/zygote/GPU/oneAPI |
10200655 ns |
9008155 ns |
1.13 |
dense(2, bias=false, act=relu)(2 x 128)/zygote/GPU/Metal |
1731833 ns |
1643667 ns |
1.05 |
dense(2, bias=false, act=relu)(2 x 128)/zygote/GPU/AMDGPU |
161696.5 ns |
171352 ns |
0.94 |
groupnorm(2, act=gelu, affine=false)(32 x 32)/forward/CPU/2 thread(s) |
11833 ns |
10209 ns |
1.16 |
groupnorm(2, act=gelu, affine=false)(32 x 32)/forward/CPU/4 thread(s) |
11792 ns |
11875 ns |
0.99 |
groupnorm(2, act=gelu, affine=false)(32 x 32)/forward/CPU/8 thread(s) |
13333 ns |
13000 ns |
1.03 |
groupnorm(2, act=gelu, affine=false)(32 x 32)/forward/CPU/1 thread(s) |
11000.5 ns |
11291 ns |
0.97 |
groupnorm(2, act=gelu, affine=false)(32 x 32)/forward/GPU/CUDA |
123504 ns |
122118 ns |
1.01 |
groupnorm(2, act=gelu, affine=false)(32 x 32)/forward/GPU/oneAPI |
3318538 ns |
3370469 ns |
0.98 |
groupnorm(2, act=gelu, affine=false)(32 x 32)/forward/GPU/Metal |
955979 ns |
932041 ns |
1.03 |
groupnorm(2, act=gelu, affine=false)(32 x 32)/forward/GPU/AMDGPU |
238252 ns |
239973.5 ns |
0.99 |
groupnorm(2, act=gelu, affine=false)(32 x 32)/zygote/CPU/2 thread(s) |
23083.5 ns |
20833 ns |
1.11 |
groupnorm(2, act=gelu, affine=false)(32 x 32)/zygote/CPU/4 thread(s) |
22292 ns |
20771 ns |
1.07 |
groupnorm(2, act=gelu, affine=false)(32 x 32)/zygote/CPU/8 thread(s) |
21917 ns |
21541.5 ns |
1.02 |
groupnorm(2, act=gelu, affine=false)(32 x 32)/zygote/CPU/1 thread(s) |
21417 ns |
22729 ns |
0.94 |
groupnorm(2, act=gelu, affine=false)(32 x 32)/zygote/GPU/CUDA |
601694.5 ns |
592817 ns |
1.01 |
groupnorm(2, act=gelu, affine=false)(32 x 32)/zygote/GPU/oneAPI |
21113099.5 ns |
20103668 ns |
1.05 |
groupnorm(2, act=gelu, affine=false)(32 x 32)/zygote/GPU/Metal |
4708208 ns |
4792708 ns |
0.98 |
groupnorm(2, act=gelu, affine=false)(32 x 32)/zygote/GPU/AMDGPU |
667256 ns |
667099 ns |
1.00 |
dense(32, bias=true, act=relu)(32 x 128)/forward/CPU/2 thread(s) |
4417 ns |
4416 ns |
1.00 |
dense(32, bias=true, act=relu)(32 x 128)/forward/CPU/4 thread(s) |
4417 ns |
4417 ns |
1 |
dense(32, bias=true, act=relu)(32 x 128)/forward/CPU/8 thread(s) |
4417 ns |
4458 ns |
0.99 |
dense(32, bias=true, act=relu)(32 x 128)/forward/CPU/1 thread(s) |
4416 ns |
4417 ns |
1.00 |
dense(32, bias=true, act=relu)(32 x 128)/forward/GPU/CUDA |
24698 ns |
24053 ns |
1.03 |
dense(32, bias=true, act=relu)(32 x 128)/forward/GPU/oneAPI |
2115886.5 ns |
2139501 ns |
0.99 |
dense(32, bias=true, act=relu)(32 x 128)/forward/GPU/Metal |
222604 ns |
223416 ns |
1.00 |
dense(32, bias=true, act=relu)(32 x 128)/forward/GPU/AMDGPU |
54070 ns |
54331 ns |
1.00 |
dense(32, bias=true, act=relu)(32 x 128)/zygote/CPU/2 thread(s) |
16167 ns |
16292 ns |
0.99 |
dense(32, bias=true, act=relu)(32 x 128)/zygote/CPU/4 thread(s) |
16417 ns |
16375 ns |
1.00 |
dense(32, bias=true, act=relu)(32 x 128)/zygote/CPU/8 thread(s) |
16459 ns |
16375 ns |
1.01 |
dense(32, bias=true, act=relu)(32 x 128)/zygote/CPU/1 thread(s) |
16229.5 ns |
16312.5 ns |
0.99 |
dense(32, bias=true, act=relu)(32 x 128)/zygote/GPU/CUDA |
332326 ns |
328788 ns |
1.01 |
dense(32, bias=true, act=relu)(32 x 128)/zygote/GPU/oneAPI |
12612468 ns |
12357389.5 ns |
1.02 |
dense(32, bias=true, act=relu)(32 x 128)/zygote/GPU/Metal |
1596583 ns |
1610333 ns |
0.99 |
dense(32, bias=true, act=relu)(32 x 128)/zygote/GPU/AMDGPU |
216202 ns |
214938 ns |
1.01 |
batchnorm(2, act=gelu, affine=false)(32 x 32)/forward/CPU/2 thread(s) |
2084 ns |
2042 ns |
1.02 |
batchnorm(2, act=gelu, affine=false)(32 x 32)/forward/CPU/4 thread(s) |
2166 ns |
2042 ns |
1.06 |
batchnorm(2, act=gelu, affine=false)(32 x 32)/forward/CPU/8 thread(s) |
2083 ns |
2208 ns |
0.94 |
batchnorm(2, act=gelu, affine=false)(32 x 32)/forward/CPU/1 thread(s) |
2042 ns |
2000 ns |
1.02 |
batchnorm(2, act=gelu, affine=false)(32 x 32)/forward/GPU/CUDA |
36354 ns |
36532 ns |
1.00 |
batchnorm(2, act=gelu, affine=false)(32 x 32)/forward/GPU/oneAPI |
1200010 ns |
1144768 ns |
1.05 |
batchnorm(2, act=gelu, affine=false)(32 x 32)/forward/GPU/Metal |
315833 ns |
338417 ns |
0.93 |
batchnorm(2, act=gelu, affine=false)(32 x 32)/forward/GPU/AMDGPU |
208602 ns |
206372 ns |
1.01 |
batchnorm(2, act=gelu, affine=false)(32 x 32)/zygote/CPU/2 thread(s) |
17583 ns |
17708.5 ns |
0.99 |
batchnorm(2, act=gelu, affine=false)(32 x 32)/zygote/CPU/4 thread(s) |
17687.5 ns |
19145.5 ns |
0.92 |
batchnorm(2, act=gelu, affine=false)(32 x 32)/zygote/CPU/8 thread(s) |
17500 ns |
18687.5 ns |
0.94 |
batchnorm(2, act=gelu, affine=false)(32 x 32)/zygote/CPU/1 thread(s) |
17375 ns |
17583.5 ns |
0.99 |
batchnorm(2, act=gelu, affine=false)(32 x 32)/zygote/GPU/CUDA |
295580 ns |
294488 ns |
1.00 |
batchnorm(2, act=gelu, affine=false)(32 x 32)/zygote/GPU/oneAPI |
20027287 ns |
21056777.5 ns |
0.95 |
batchnorm(2, act=gelu, affine=false)(32 x 32)/zygote/GPU/Metal |
5448166 ns |
4806541.5 ns |
1.13 |
batchnorm(2, act=gelu, affine=false)(32 x 32)/zygote/GPU/AMDGPU |
694207 ns |
704000 ns |
0.99 |
batchedmm(16, Bsize=512)/forward/CPU/2 thread(s) |
58875 ns |
61291.5 ns |
0.96 |
batchedmm(16, Bsize=512)/forward/CPU/4 thread(s) |
60625 ns |
60708 ns |
1.00 |
batchedmm(16, Bsize=512)/forward/CPU/8 thread(s) |
61083 ns |
61791 ns |
0.99 |
batchedmm(16, Bsize=512)/forward/CPU/1 thread(s) |
51792 ns |
51625 ns |
1.00 |
batchedmm(16, Bsize=512)/forward/GPU/CUDA |
66673 ns |
66466 ns |
1.00 |
batchedmm(16, Bsize=512)/forward/GPU/AMDGPU |
94791 ns |
97471 ns |
0.97 |
batchedmm(16, Bsize=512)/zygote/CPU/2 thread(s) |
159167 ns |
193333 ns |
0.82 |
batchedmm(16, Bsize=512)/zygote/CPU/4 thread(s) |
144395.5 ns |
132604 ns |
1.09 |
batchedmm(16, Bsize=512)/zygote/CPU/8 thread(s) |
135645.5 ns |
153021 ns |
0.89 |
batchedmm(16, Bsize=512)/zygote/CPU/1 thread(s) |
218917 ns |
255166.5 ns |
0.86 |
batchedmm(16, Bsize=512)/zygote/GPU/CUDA |
218558 ns |
218241 ns |
1.00 |
batchedmm(16, Bsize=512)/zygote/GPU/AMDGPU |
584845 ns |
583953 ns |
1.00 |
groupnorm(4, act=identity, affine=false)(16 x 16 x 32 x 32)/forward/CPU/2 thread(s) |
85042 ns |
83208 ns |
1.02 |
groupnorm(4, act=identity, affine=false)(16 x 16 x 32 x 32)/forward/CPU/4 thread(s) |
82792 ns |
82958 ns |
1.00 |
groupnorm(4, act=identity, affine=false)(16 x 16 x 32 x 32)/forward/CPU/8 thread(s) |
84000 ns |
87041.5 ns |
0.97 |
groupnorm(4, act=identity, affine=false)(16 x 16 x 32 x 32)/forward/CPU/1 thread(s) |
80708 ns |
86458 ns |
0.93 |
groupnorm(4, act=identity, affine=false)(16 x 16 x 32 x 32)/forward/GPU/CUDA |
190714 ns |
191093 ns |
1.00 |
groupnorm(4, act=identity, affine=false)(16 x 16 x 32 x 32)/forward/GPU/oneAPI |
5317512.5 ns |
5412302 ns |
0.98 |
groupnorm(4, act=identity, affine=false)(16 x 16 x 32 x 32)/forward/GPU/Metal |
2004833 ns |
1964604.5 ns |
1.02 |
groupnorm(4, act=identity, affine=false)(16 x 16 x 32 x 32)/forward/GPU/AMDGPU |
171982 ns |
170373 ns |
1.01 |
groupnorm(4, act=identity, affine=false)(16 x 16 x 32 x 32)/zygote/CPU/2 thread(s) |
1918646 ns |
1871250 ns |
1.03 |
groupnorm(4, act=identity, affine=false)(16 x 16 x 32 x 32)/zygote/CPU/4 thread(s) |
1920146.5 ns |
1923625 ns |
1.00 |
groupnorm(4, act=identity, affine=false)(16 x 16 x 32 x 32)/zygote/CPU/8 thread(s) |
1922500 ns |
1926625 ns |
1.00 |
groupnorm(4, act=identity, affine=false)(16 x 16 x 32 x 32)/zygote/CPU/1 thread(s) |
1926417 ns |
1695083 ns |
1.14 |
groupnorm(4, act=identity, affine=false)(16 x 16 x 32 x 32)/zygote/GPU/CUDA |
537463 ns |
533673 ns |
1.01 |
groupnorm(4, act=identity, affine=false)(16 x 16 x 32 x 32)/zygote/GPU/oneAPI |
25759235 ns |
27973144 ns |
0.92 |
groupnorm(4, act=identity, affine=false)(16 x 16 x 32 x 32)/zygote/GPU/Metal |
8892541.5 ns |
8716646 ns |
1.02 |
groupnorm(4, act=identity, affine=false)(16 x 16 x 32 x 32)/zygote/GPU/AMDGPU |
1086039.5 ns |
1083959 ns |
1.00 |
dense(2, bias=true, act=identity)(2 x 128)/forward/CPU/2 thread(s) |
292 ns |
292 ns |
1 |
dense(2, bias=true, act=identity)(2 x 128)/forward/CPU/4 thread(s) |
292 ns |
291 ns |
1.00 |
dense(2, bias=true, act=identity)(2 x 128)/forward/CPU/8 thread(s) |
292 ns |
292 ns |
1 |
dense(2, bias=true, act=identity)(2 x 128)/forward/CPU/1 thread(s) |
291 ns |
292 ns |
1.00 |
dense(2, bias=true, act=identity)(2 x 128)/forward/GPU/CUDA |
21729 ns |
21925 ns |
0.99 |
dense(2, bias=true, act=identity)(2 x 128)/forward/GPU/oneAPI |
2156001.5 ns |
2103570 ns |
1.02 |
dense(2, bias=true, act=identity)(2 x 128)/forward/GPU/Metal |
340438 ns |
323625 ns |
1.05 |
dense(2, bias=true, act=identity)(2 x 128)/forward/GPU/AMDGPU |
46710 ns |
45100 ns |
1.04 |
dense(2, bias=true, act=identity)(2 x 128)/zygote/CPU/2 thread(s) |
1792 ns |
1792 ns |
1 |
dense(2, bias=true, act=identity)(2 x 128)/zygote/CPU/4 thread(s) |
1833 ns |
1791 ns |
1.02 |
dense(2, bias=true, act=identity)(2 x 128)/zygote/CPU/8 thread(s) |
1833 ns |
1834 ns |
1.00 |
dense(2, bias=true, act=identity)(2 x 128)/zygote/CPU/1 thread(s) |
1792 ns |
1792 ns |
1 |
dense(2, bias=true, act=identity)(2 x 128)/zygote/GPU/CUDA |
254431 ns |
253156 ns |
1.01 |
dense(2, bias=true, act=identity)(2 x 128)/zygote/GPU/oneAPI |
9970916 ns |
9676564 ns |
1.03 |
dense(2, bias=true, act=identity)(2 x 128)/zygote/GPU/Metal |
1487229 ns |
1486062.5 ns |
1.00 |
dense(2, bias=true, act=identity)(2 x 128)/zygote/GPU/AMDGPU |
187061 ns |
183853 ns |
1.02 |
groupnorm(2, act=gelu, affine=false)(4 x 32)/forward/CPU/2 thread(s) |
8583 ns |
9250 ns |
0.93 |
groupnorm(2, act=gelu, affine=false)(4 x 32)/forward/CPU/4 thread(s) |
10709 ns |
8791 ns |
1.22 |
groupnorm(2, act=gelu, affine=false)(4 x 32)/forward/CPU/8 thread(s) |
11104 ns |
11541.5 ns |
0.96 |
groupnorm(2, act=gelu, affine=false)(4 x 32)/forward/CPU/1 thread(s) |
8625 ns |
9833 ns |
0.88 |
groupnorm(2, act=gelu, affine=false)(4 x 32)/forward/GPU/CUDA |
120562 ns |
119759.5 ns |
1.01 |
groupnorm(2, act=gelu, affine=false)(4 x 32)/forward/GPU/oneAPI |
3392235 ns |
3304871 ns |
1.03 |
groupnorm(2, act=gelu, affine=false)(4 x 32)/forward/GPU/Metal |
896875 ns |
911583 ns |
0.98 |
groupnorm(2, act=gelu, affine=false)(4 x 32)/forward/GPU/AMDGPU |
237707 ns |
242563 ns |
0.98 |
groupnorm(2, act=gelu, affine=false)(4 x 32)/zygote/CPU/2 thread(s) |
10541 ns |
9084 ns |
1.16 |
groupnorm(2, act=gelu, affine=false)(4 x 32)/zygote/CPU/4 thread(s) |
10708 ns |
9083 ns |
1.18 |
groupnorm(2, act=gelu, affine=false)(4 x 32)/zygote/CPU/8 thread(s) |
10145.5 ns |
9875 ns |
1.03 |
groupnorm(2, act=gelu, affine=false)(4 x 32)/zygote/CPU/1 thread(s) |
9583 ns |
10542 ns |
0.91 |
groupnorm(2, act=gelu, affine=false)(4 x 32)/zygote/GPU/CUDA |
533774 ns |
528445 ns |
1.01 |
groupnorm(2, act=gelu, affine=false)(4 x 32)/zygote/GPU/oneAPI |
21000394 ns |
20929851 ns |
1.00 |
groupnorm(2, act=gelu, affine=false)(4 x 32)/zygote/GPU/Metal |
4276334 ns |
4465959 ns |
0.96 |
groupnorm(2, act=gelu, affine=false)(4 x 32)/zygote/GPU/AMDGPU |
627816 ns |
649598 ns |
0.97 |
batchnorm(4, act=identity, affine=true)(16 x 16 x 32 x 32)/forward/CPU/2 thread(s) |
58000 ns |
58187.5 ns |
1.00 |
batchnorm(4, act=identity, affine=true)(16 x 16 x 32 x 32)/forward/CPU/4 thread(s) |
39375 ns |
39583 ns |
0.99 |
batchnorm(4, act=identity, affine=true)(16 x 16 x 32 x 32)/forward/CPU/8 thread(s) |
39645.5 ns |
39833 ns |
1.00 |
batchnorm(4, act=identity, affine=true)(16 x 16 x 32 x 32)/forward/CPU/1 thread(s) |
83709 ns |
83167 ns |
1.01 |
batchnorm(4, act=identity, affine=true)(16 x 16 x 32 x 32)/forward/GPU/CUDA |
40383 ns |
39718.5 ns |
1.02 |
batchnorm(4, act=identity, affine=true)(16 x 16 x 32 x 32)/forward/GPU/oneAPI |
1402434 ns |
1335928 ns |
1.05 |
batchnorm(4, act=identity, affine=true)(16 x 16 x 32 x 32)/forward/GPU/Metal |
1146125 ns |
1144792 ns |
1.00 |
batchnorm(4, act=identity, affine=true)(16 x 16 x 32 x 32)/forward/GPU/AMDGPU |
78591 ns |
76941 ns |
1.02 |
batchnorm(4, act=identity, affine=true)(16 x 16 x 32 x 32)/zygote/CPU/2 thread(s) |
1924459 ns |
1876458.5 ns |
1.03 |
batchnorm(4, act=identity, affine=true)(16 x 16 x 32 x 32)/zygote/CPU/4 thread(s) |
1974917 ns |
1982000 ns |
1.00 |
batchnorm(4, act=identity, affine=true)(16 x 16 x 32 x 32)/zygote/CPU/8 thread(s) |
1974604 ns |
1975334 ns |
1.00 |
batchnorm(4, act=identity, affine=true)(16 x 16 x 32 x 32)/zygote/CPU/1 thread(s) |
1871479 ns |
1876084 ns |
1.00 |
batchnorm(4, act=identity, affine=true)(16 x 16 x 32 x 32)/zygote/GPU/CUDA |
223824 ns |
223366 ns |
1.00 |
batchnorm(4, act=identity, affine=true)(16 x 16 x 32 x 32)/zygote/GPU/oneAPI |
33746868 ns |
33121559 ns |
1.02 |
batchnorm(4, act=identity, affine=true)(16 x 16 x 32 x 32)/zygote/GPU/Metal |
11596333 ns |
11069000 ns |
1.05 |
batchnorm(4, act=identity, affine=true)(16 x 16 x 32 x 32)/zygote/GPU/AMDGPU |
1032529 ns |
1033133.5 ns |
1.00 |
layernorm(4, act=gelu, affine=true)(16 x 16 x 4 x 32)/forward/CPU/2 thread(s) |
418208 ns |
419792 ns |
1.00 |
layernorm(4, act=gelu, affine=true)(16 x 16 x 4 x 32)/forward/CPU/4 thread(s) |
419792 ns |
419416 ns |
1.00 |
layernorm(4, act=gelu, affine=true)(16 x 16 x 4 x 32)/forward/CPU/8 thread(s) |
425479 ns |
420417 ns |
1.01 |
layernorm(4, act=gelu, affine=true)(16 x 16 x 4 x 32)/forward/CPU/1 thread(s) |
424000 ns |
417833 ns |
1.01 |
layernorm(4, act=gelu, affine=true)(16 x 16 x 4 x 32)/forward/GPU/CUDA |
214170 ns |
209830.5 ns |
1.02 |
layernorm(4, act=gelu, affine=true)(16 x 16 x 4 x 32)/forward/GPU/oneAPI |
7394482 ns |
7621895 ns |
0.97 |
layernorm(4, act=gelu, affine=true)(16 x 16 x 4 x 32)/forward/GPU/Metal |
544334 ns |
539709 ns |
1.01 |
layernorm(4, act=gelu, affine=true)(16 x 16 x 4 x 32)/forward/GPU/AMDGPU |
285852 ns |
287624 ns |
0.99 |
layernorm(4, act=gelu, affine=true)(16 x 16 x 4 x 32)/zygote/CPU/2 thread(s) |
760250 ns |
670083 ns |
1.13 |
layernorm(4, act=gelu, affine=true)(16 x 16 x 4 x 32)/zygote/CPU/4 thread(s) |
674416 ns |
762791.5 ns |
0.88 |
layernorm(4, act=gelu, affine=true)(16 x 16 x 4 x 32)/zygote/CPU/8 thread(s) |
735937.5 ns |
739541 ns |
1.00 |
layernorm(4, act=gelu, affine=true)(16 x 16 x 4 x 32)/zygote/CPU/1 thread(s) |
698562.5 ns |
764667 ns |
0.91 |
layernorm(4, act=gelu, affine=true)(16 x 16 x 4 x 32)/zygote/GPU/CUDA |
1053639 ns |
1045546 ns |
1.01 |
layernorm(4, act=gelu, affine=true)(16 x 16 x 4 x 32)/zygote/GPU/oneAPI |
44748386 ns |
42506282 ns |
1.05 |
layernorm(4, act=gelu, affine=true)(16 x 16 x 4 x 32)/zygote/GPU/Metal |
6735604 ns |
6380125 ns |
1.06 |
layernorm(4, act=gelu, affine=true)(16 x 16 x 4 x 32)/zygote/GPU/AMDGPU |
919018.5 ns |
921656 ns |
1.00 |
layernorm(4, act=gelu, affine=true)(16 x 16 x 32 x 32)/forward/CPU/2 thread(s) |
3464521 ns |
3366854.5 ns |
1.03 |
layernorm(4, act=gelu, affine=true)(16 x 16 x 32 x 32)/forward/CPU/4 thread(s) |
3422854 ns |
3432979 ns |
1.00 |
layernorm(4, act=gelu, affine=true)(16 x 16 x 32 x 32)/forward/CPU/8 thread(s) |
3395334 ns |
3458292 ns |
0.98 |
layernorm(4, act=gelu, affine=true)(16 x 16 x 32 x 32)/forward/CPU/1 thread(s) |
3468645.5 ns |
3357375 ns |
1.03 |
layernorm(4, act=gelu, affine=true)(16 x 16 x 32 x 32)/forward/GPU/CUDA |
175338 ns |
176639 ns |
0.99 |
layernorm(4, act=gelu, affine=true)(16 x 16 x 32 x 32)/forward/GPU/oneAPI |
8033050 ns |
8129736 ns |
0.99 |
layernorm(4, act=gelu, affine=true)(16 x 16 x 32 x 32)/forward/GPU/Metal |
1413708.5 ns |
1393270.5 ns |
1.01 |
layernorm(4, act=gelu, affine=true)(16 x 16 x 32 x 32)/forward/GPU/AMDGPU |
428514 ns |
423500.5 ns |
1.01 |
layernorm(4, act=gelu, affine=true)(16 x 16 x 32 x 32)/zygote/CPU/2 thread(s) |
6215854.5 ns |
6223146 ns |
1.00 |
layernorm(4, act=gelu, affine=true)(16 x 16 x 32 x 32)/zygote/CPU/4 thread(s) |
6089541.5 ns |
6217459 ns |
0.98 |
layernorm(4, act=gelu, affine=true)(16 x 16 x 32 x 32)/zygote/CPU/8 thread(s) |
6227000 ns |
6240625 ns |
1.00 |
layernorm(4, act=gelu, affine=true)(16 x 16 x 32 x 32)/zygote/CPU/1 thread(s) |
6184187.5 ns |
6221312.5 ns |
0.99 |
layernorm(4, act=gelu, affine=true)(16 x 16 x 32 x 32)/zygote/GPU/CUDA |
1007413 ns |
997179 ns |
1.01 |
layernorm(4, act=gelu, affine=true)(16 x 16 x 32 x 32)/zygote/GPU/oneAPI |
51999371 ns |
50529292.5 ns |
1.03 |
layernorm(4, act=gelu, affine=true)(16 x 16 x 32 x 32)/zygote/GPU/Metal |
7858354.5 ns |
8164709 ns |
0.96 |
layernorm(4, act=gelu, affine=true)(16 x 16 x 32 x 32)/zygote/GPU/AMDGPU |
1564094 ns |
1566429.5 ns |
1.00 |
dense(512, bias=true, act=gelu)(512 x 128)/forward/CPU/2 thread(s) |
474958 ns |
473000 ns |
1.00 |
dense(512, bias=true, act=gelu)(512 x 128)/forward/CPU/4 thread(s) |
253500 ns |
254042 ns |
1.00 |
dense(512, bias=true, act=gelu)(512 x 128)/forward/CPU/8 thread(s) |
253250 ns |
254542 ns |
0.99 |
dense(512, bias=true, act=gelu)(512 x 128)/forward/CPU/1 thread(s) |
901666 ns |
902333 ns |
1.00 |
dense(512, bias=true, act=gelu)(512 x 128)/forward/GPU/CUDA |
46720 ns |
46242.5 ns |
1.01 |
dense(512, bias=true, act=gelu)(512 x 128)/forward/GPU/oneAPI |
389374 ns |
825428 ns |
0.47 |
dense(512, bias=true, act=gelu)(512 x 128)/forward/GPU/Metal |
425291 ns |
517333 ns |
0.82 |
dense(512, bias=true, act=gelu)(512 x 128)/forward/GPU/AMDGPU |
250522 ns |
250313 ns |
1.00 |
dense(512, bias=true, act=gelu)(512 x 128)/zygote/CPU/2 thread(s) |
2250542 ns |
2279166.5 ns |
0.99 |
dense(512, bias=true, act=gelu)(512 x 128)/zygote/CPU/4 thread(s) |
1761750 ns |
1761750 ns |
1 |
dense(512, bias=true, act=gelu)(512 x 128)/zygote/CPU/8 thread(s) |
1761166 ns |
1764396 ns |
1.00 |
dense(512, bias=true, act=gelu)(512 x 128)/zygote/CPU/1 thread(s) |
3198959 ns |
3193125 ns |
1.00 |
dense(512, bias=true, act=gelu)(512 x 128)/zygote/GPU/CUDA |
269668 ns |
268875.5 ns |
1.00 |
dense(512, bias=true, act=gelu)(512 x 128)/zygote/GPU/oneAPI |
8958333 ns |
13207390 ns |
0.68 |
dense(512, bias=true, act=gelu)(512 x 128)/zygote/GPU/Metal |
2163500 ns |
2166292 ns |
1.00 |
dense(512, bias=true, act=gelu)(512 x 128)/zygote/GPU/AMDGPU |
786867 ns |
784110 ns |
1.00 |
batchnorm(4, act=relu, affine=true)(16 x 16 x 32 x 32)/forward/CPU/2 thread(s) |
57792 ns |
57375 ns |
1.01 |
batchnorm(4, act=relu, affine=true)(16 x 16 x 32 x 32)/forward/CPU/4 thread(s) |
39333 ns |
39292 ns |
1.00 |
batchnorm(4, act=relu, affine=true)(16 x 16 x 32 x 32)/forward/CPU/8 thread(s) |
39791 ns |
39541 ns |
1.01 |
batchnorm(4, act=relu, affine=true)(16 x 16 x 32 x 32)/forward/CPU/1 thread(s) |
83417 ns |
83667 ns |
1.00 |
batchnorm(4, act=relu, affine=true)(16 x 16 x 32 x 32)/forward/GPU/CUDA |
28664 ns |
28000 ns |
1.02 |
batchnorm(4, act=relu, affine=true)(16 x 16 x 32 x 32)/forward/GPU/oneAPI |
978884 ns |
1420961.5 ns |
0.69 |
batchnorm(4, act=relu, affine=true)(16 x 16 x 32 x 32)/forward/GPU/Metal |
1153500 ns |
1133895.5 ns |
1.02 |
batchnorm(4, act=relu, affine=true)(16 x 16 x 32 x 32)/forward/GPU/AMDGPU |
75511 ns |
78041 ns |
0.97 |
batchnorm(4, act=relu, affine=true)(16 x 16 x 32 x 32)/zygote/CPU/2 thread(s) |
2028042 ns |
1783500 ns |
1.14 |
batchnorm(4, act=relu, affine=true)(16 x 16 x 32 x 32)/zygote/CPU/4 thread(s) |
2056020.5 ns |
2087458 ns |
0.98 |
batchnorm(4, act=relu, affine=true)(16 x 16 x 32 x 32)/zygote/CPU/8 thread(s) |
2086000 ns |
2091417 ns |
1.00 |
batchnorm(4, act=relu, affine=true)(16 x 16 x 32 x 32)/zygote/CPU/1 thread(s) |
1945229 ns |
1973375 ns |
0.99 |
batchnorm(4, act=relu, affine=true)(16 x 16 x 32 x 32)/zygote/GPU/CUDA |
236349.5 ns |
235065 ns |
1.01 |
batchnorm(4, act=relu, affine=true)(16 x 16 x 32 x 32)/zygote/GPU/oneAPI |
38351191 ns |
34323841 ns |
1.12 |
batchnorm(4, act=relu, affine=true)(16 x 16 x 32 x 32)/zygote/GPU/Metal |
11477729 ns |
11467646 ns |
1.00 |
batchnorm(4, act=relu, affine=true)(16 x 16 x 32 x 32)/zygote/GPU/AMDGPU |
1054329.5 ns |
1053243 ns |
1.00 |
batchnorm(4, act=identity, affine=false)(16 x 16 x 32 x 32)/forward/CPU/2 thread(s) |
58541 ns |
57500 ns |
1.02 |
batchnorm(4, act=identity, affine=false)(16 x 16 x 32 x 32)/forward/CPU/4 thread(s) |
39875 ns |
39791 ns |
1.00 |
batchnorm(4, act=identity, affine=false)(16 x 16 x 32 x 32)/forward/CPU/8 thread(s) |
40167 ns |
39875 ns |
1.01 |
batchnorm(4, act=identity, affine=false)(16 x 16 x 32 x 32)/forward/CPU/1 thread(s) |
82792 ns |
83333 ns |
0.99 |
batchnorm(4, act=identity, affine=false)(16 x 16 x 32 x 32)/forward/GPU/CUDA |
50484.5 ns |
49753 ns |
1.01 |
batchnorm(4, act=identity, affine=false)(16 x 16 x 32 x 32)/forward/GPU/oneAPI |
809837 ns |
807009.5 ns |
1.00 |
batchnorm(4, act=identity, affine=false)(16 x 16 x 32 x 32)/forward/GPU/Metal |
1111291 ns |
1110750 ns |
1.00 |
batchnorm(4, act=identity, affine=false)(16 x 16 x 32 x 32)/forward/GPU/AMDGPU |
78201 ns |
71821 ns |
1.09 |
batchnorm(4, act=identity, affine=false)(16 x 16 x 32 x 32)/zygote/CPU/2 thread(s) |
1881500 ns |
1870083 ns |
1.01 |
batchnorm(4, act=identity, affine=false)(16 x 16 x 32 x 32)/zygote/CPU/4 thread(s) |
1941229.5 ns |
1974791.5 ns |
0.98 |
batchnorm(4, act=identity, affine=false)(16 x 16 x 32 x 32)/zygote/CPU/8 thread(s) |
1971250 ns |
1975458.5 ns |
1.00 |
batchnorm(4, act=identity, affine=false)(16 x 16 x 32 x 32)/zygote/CPU/1 thread(s) |
1896833 ns |
1719417 ns |
1.10 |
batchnorm(4, act=identity, affine=false)(16 x 16 x 32 x 32)/zygote/GPU/CUDA |
242923.5 ns |
242025 ns |
1.00 |
batchnorm(4, act=identity, affine=false)(16 x 16 x 32 x 32)/zygote/GPU/oneAPI |
18110920.5 ns |
17950511 ns |
1.01 |
batchnorm(4, act=identity, affine=false)(16 x 16 x 32 x 32)/zygote/GPU/Metal |
9855750 ns |
9840104.5 ns |
1.00 |
batchnorm(4, act=identity, affine=false)(16 x 16 x 32 x 32)/zygote/GPU/AMDGPU |
930267 ns |
928181 ns |
1.00 |
batchnorm(2, act=identity, affine=false)(4 x 32)/forward/CPU/2 thread(s) |
292 ns |
292 ns |
1 |
batchnorm(2, act=identity, affine=false)(4 x 32)/forward/CPU/4 thread(s) |
375 ns |
333 ns |
1.13 |
batchnorm(2, act=identity, affine=false)(4 x 32)/forward/CPU/8 thread(s) |
375 ns |
375 ns |
1 |
batchnorm(2, act=identity, affine=false)(4 x 32)/forward/CPU/1 thread(s) |
292 ns |
292 ns |
1 |
batchnorm(2, act=identity, affine=false)(4 x 32)/forward/GPU/CUDA |
35373 ns |
35044 ns |
1.01 |
batchnorm(2, act=identity, affine=false)(4 x 32)/forward/GPU/oneAPI |
1269712 ns |
1224421 ns |
1.04 |
batchnorm(2, act=identity, affine=false)(4 x 32)/forward/GPU/Metal |
440854.5 ns |
279916 ns |
1.57 |
batchnorm(2, act=identity, affine=false)(4 x 32)/forward/GPU/AMDGPU |
47780 ns |
50520 ns |
0.95 |
batchnorm(2, act=identity, affine=false)(4 x 32)/zygote/CPU/2 thread(s) |
6791.5 ns |
6083 ns |
1.12 |
batchnorm(2, act=identity, affine=false)(4 x 32)/zygote/CPU/4 thread(s) |
6667 ns |
7041 ns |
0.95 |
batchnorm(2, act=identity, affine=false)(4 x 32)/zygote/CPU/8 thread(s) |
6959 ns |
7542 ns |
0.92 |
batchnorm(2, act=identity, affine=false)(4 x 32)/zygote/CPU/1 thread(s) |
6958 ns |
6583 ns |
1.06 |
batchnorm(2, act=identity, affine=false)(4 x 32)/zygote/GPU/CUDA |
215041.5 ns |
212138.5 ns |
1.01 |
batchnorm(2, act=identity, affine=false)(4 x 32)/zygote/GPU/oneAPI |
20712502.5 ns |
20858604.5 ns |
0.99 |
batchnorm(2, act=identity, affine=false)(4 x 32)/zygote/GPU/Metal |
4803791.5 ns |
4933020.5 ns |
0.97 |
batchnorm(2, act=identity, affine=false)(4 x 32)/zygote/GPU/AMDGPU |
375493 ns |
377125 ns |
1.00 |
dense(2, bias=false, act=identity)(2 x 128)/forward/CPU/2 thread(s) |
250 ns |
250 ns |
1 |
dense(2, bias=false, act=identity)(2 x 128)/forward/CPU/4 thread(s) |
292 ns |
250 ns |
1.17 |
dense(2, bias=false, act=identity)(2 x 128)/forward/CPU/8 thread(s) |
292 ns |
292 ns |
1 |
dense(2, bias=false, act=identity)(2 x 128)/forward/CPU/1 thread(s) |
250 ns |
250 ns |
1 |
dense(2, bias=false, act=identity)(2 x 128)/forward/GPU/CUDA |
32582 ns |
32102 ns |
1.01 |
dense(2, bias=false, act=identity)(2 x 128)/forward/GPU/oneAPI |
1261691 ns |
1246143 ns |
1.01 |
dense(2, bias=false, act=identity)(2 x 128)/forward/GPU/Metal |
254541.5 ns |
252500 ns |
1.01 |
dense(2, bias=false, act=identity)(2 x 128)/forward/GPU/AMDGPU |
43691 ns |
40121 ns |
1.09 |
dense(2, bias=false, act=identity)(2 x 128)/zygote/CPU/2 thread(s) |
2958 ns |
3250 ns |
0.91 |
dense(2, bias=false, act=identity)(2 x 128)/zygote/CPU/4 thread(s) |
3167 ns |
2833 ns |
1.12 |
dense(2, bias=false, act=identity)(2 x 128)/zygote/CPU/8 thread(s) |
2958 ns |
3417 ns |
0.87 |
dense(2, bias=false, act=identity)(2 x 128)/zygote/CPU/1 thread(s) |
2834 ns |
3166 ns |
0.90 |
dense(2, bias=false, act=identity)(2 x 128)/zygote/GPU/CUDA |
189747.5 ns |
187793.5 ns |
1.01 |
dense(2, bias=false, act=identity)(2 x 128)/zygote/GPU/oneAPI |
8052543 ns |
7423467 ns |
1.08 |
dense(2, bias=false, act=identity)(2 x 128)/zygote/GPU/Metal |
938459 ns |
930666 ns |
1.01 |
dense(2, bias=false, act=identity)(2 x 128)/zygote/GPU/AMDGPU |
162191.5 ns |
159252 ns |
1.02 |
groupnorm(4, act=gelu, affine=true)(16 x 16 x 32 x 32)/forward/CPU/2 thread(s) |
450145.5 ns |
426395.5 ns |
1.06 |
groupnorm(4, act=gelu, affine=true)(16 x 16 x 32 x 32)/forward/CPU/4 thread(s) |
446959 ns |
423458 ns |
1.06 |
groupnorm(4, act=gelu, affine=true)(16 x 16 x 32 x 32)/forward/CPU/8 thread(s) |
429042 ns |
453437.5 ns |
0.95 |
groupnorm(4, act=gelu, affine=true)(16 x 16 x 32 x 32)/forward/CPU/1 thread(s) |
422229 ns |
422541.5 ns |
1.00 |
groupnorm(4, act=gelu, affine=true)(16 x 16 x 32 x 32)/forward/GPU/CUDA |
138250 ns |
138012 ns |
1.00 |
groupnorm(4, act=gelu, affine=true)(16 x 16 x 32 x 32)/forward/GPU/oneAPI |
6236248.5 ns |
6078596 ns |
1.03 |
groupnorm(4, act=gelu, affine=true)(16 x 16 x 32 x 32)/forward/GPU/Metal |
2128729 ns |
2105875 ns |
1.01 |
groupnorm(4, act=gelu, affine=true)(16 x 16 x 32 x 32)/forward/GPU/AMDGPU |
373698.5 ns |
351154 ns |
1.06 |
groupnorm(4, act=gelu, affine=true)(16 x 16 x 32 x 32)/zygote/CPU/2 thread(s) |
3793417 ns |
3627187.5 ns |
1.05 |
groupnorm(4, act=gelu, affine=true)(16 x 16 x 32 x 32)/zygote/CPU/4 thread(s) |
3811000 ns |
3781646 ns |
1.01 |
groupnorm(4, act=gelu, affine=true)(16 x 16 x 32 x 32)/zygote/CPU/8 thread(s) |
3814875 ns |
3818708.5 ns |
1.00 |
groupnorm(4, act=gelu, affine=true)(16 x 16 x 32 x 32)/zygote/CPU/1 thread(s) |
3787042 ns |
3816750.5 ns |
0.99 |
groupnorm(4, act=gelu, affine=true)(16 x 16 x 32 x 32)/zygote/GPU/CUDA |
714820 ns |
714220.5 ns |
1.00 |
groupnorm(4, act=gelu, affine=true)(16 x 16 x 32 x 32)/zygote/GPU/oneAPI |
33262062 ns |
32708263 ns |
1.02 |
groupnorm(4, act=gelu, affine=true)(16 x 16 x 32 x 32)/zygote/GPU/Metal |
10779334 ns |
10437208 ns |
1.03 |
groupnorm(4, act=gelu, affine=true)(16 x 16 x 32 x 32)/zygote/GPU/AMDGPU |
1498493.5 ns |
1330337 ns |
1.13 |
batchedmm(512, Bsize=32)/forward/CPU/2 thread(s) |
49901250 ns |
49952500 ns |
1.00 |
batchedmm(512, Bsize=32)/forward/CPU/4 thread(s) |
25981417 ns |
25992042 ns |
1.00 |
batchedmm(512, Bsize=32)/forward/CPU/8 thread(s) |
25983500 ns |
25974771 ns |
1.00 |
batchedmm(512, Bsize=32)/forward/CPU/1 thread(s) |
97079479.5 ns |
97060375 ns |
1.00 |
batchedmm(512, Bsize=32)/forward/GPU/CUDA |
1594678 ns |
1609718.5 ns |
0.99 |
batchedmm(512, Bsize=32)/forward/GPU/AMDGPU |
1014749 ns |
1005437.5 ns |
1.01 |
batchedmm(512, Bsize=32)/zygote/CPU/2 thread(s) |
154541375 ns |
154751187.5 ns |
1.00 |
batchedmm(512, Bsize=32)/zygote/CPU/4 thread(s) |
88793000 ns |
88411625 ns |
1.00 |
batchedmm(512, Bsize=32)/zygote/CPU/8 thread(s) |
88530458 ns |
89142125 ns |
0.99 |
batchedmm(512, Bsize=32)/zygote/CPU/1 thread(s) |
294936604.5 ns |
295023146 ns |
1.00 |
batchedmm(512, Bsize=32)/zygote/GPU/CUDA |
6471554 ns |
6525541 ns |
0.99 |
batchedmm(512, Bsize=32)/zygote/GPU/AMDGPU |
5536819 ns |
5541499 ns |
1.00 |
bias_activation(32, act=tanh)(32 x 128)/forward/CPU/2 thread(s) |
17979 ns |
17458.5 ns |
1.03 |
bias_activation(32, act=tanh)(32 x 128)/forward/CPU/4 thread(s) |
15459 ns |
15417 ns |
1.00 |
bias_activation(32, act=tanh)(32 x 128)/forward/CPU/8 thread(s) |
13000 ns |
13916 ns |
0.93 |
bias_activation(32, act=tanh)(32 x 128)/forward/CPU/1 thread(s) |
15146 ns |
15187 ns |
1.00 |
bias_activation(32, act=tanh)(32 x 128)/forward/GPU/CUDA |
20648 ns |
20963 ns |
0.98 |
bias_activation(32, act=tanh)(32 x 128)/forward/GPU/oneAPI |
1156334 ns |
1029086 ns |
1.12 |
bias_activation(32, act=tanh)(32 x 128)/forward/GPU/Metal |
224875 ns |
221417 ns |
1.02 |
bias_activation(32, act=tanh)(32 x 128)/forward/GPU/AMDGPU |
27171 ns |
27290 ns |
1.00 |
bias_activation(32, act=tanh)(32 x 128)/zygote/CPU/2 thread(s) |
11125 ns |
10625 ns |
1.05 |
bias_activation(32, act=tanh)(32 x 128)/zygote/CPU/4 thread(s) |
7729 ns |
7687.5 ns |
1.01 |
bias_activation(32, act=tanh)(32 x 128)/zygote/CPU/8 thread(s) |
7854.5 ns |
7895.5 ns |
0.99 |
bias_activation(32, act=tanh)(32 x 128)/zygote/CPU/1 thread(s) |
17250 ns |
17333.5 ns |
1.00 |
bias_activation(32, act=tanh)(32 x 128)/zygote/GPU/CUDA |
263885.5 ns |
262988 ns |
1.00 |
bias_activation(32, act=tanh)(32 x 128)/zygote/GPU/oneAPI |
9825365 ns |
11032315 ns |
0.89 |
bias_activation(32, act=tanh)(32 x 128)/zygote/GPU/Metal |
1608208 ns |
1558750 ns |
1.03 |
bias_activation(32, act=tanh)(32 x 128)/zygote/GPU/AMDGPU |
152662 ns |
153002 ns |
1.00 |
groupnorm(2, act=gelu, affine=true)(4 x 32)/forward/CPU/2 thread(s) |
9000 ns |
7917 ns |
1.14 |
groupnorm(2, act=gelu, affine=true)(4 x 32)/forward/CPU/4 thread(s) |
8771 ns |
8333.5 ns |
1.05 |
groupnorm(2, act=gelu, affine=true)(4 x 32)/forward/CPU/8 thread(s) |
10396 ns |
11125 ns |
0.93 |
groupnorm(2, act=gelu, affine=true)(4 x 32)/forward/CPU/1 thread(s) |
8833.5 ns |
8250 ns |
1.07 |
groupnorm(2, act=gelu, affine=true)(4 x 32)/forward/GPU/CUDA |
116927 ns |
116148 ns |
1.01 |
groupnorm(2, act=gelu, affine=true)(4 x 32)/forward/GPU/oneAPI |
3541234 ns |
3496720 ns |
1.01 |
groupnorm(2, act=gelu, affine=true)(4 x 32)/forward/GPU/Metal |
800667 ns |
797854 ns |
1.00 |
groupnorm(2, act=gelu, affine=true)(4 x 32)/forward/GPU/AMDGPU |
240932 ns |
240663 ns |
1.00 |
groupnorm(2, act=gelu, affine=true)(4 x 32)/zygote/CPU/2 thread(s) |
9729.5 ns |
10021 ns |
0.97 |
groupnorm(2, act=gelu, affine=true)(4 x 32)/zygote/CPU/4 thread(s) |
10187.5 ns |
10083.5 ns |
1.01 |
groupnorm(2, act=gelu, affine=true)(4 x 32)/zygote/CPU/8 thread(s) |
10167 ns |
10791.5 ns |
0.94 |
groupnorm(2, act=gelu, affine=true)(4 x 32)/zygote/CPU/1 thread(s) |
9604 ns |
10584 ns |
0.91 |
groupnorm(2, act=gelu, affine=true)(4 x 32)/zygote/GPU/CUDA |
626219.5 ns |
627842 ns |
1.00 |
groupnorm(2, act=gelu, affine=true)(4 x 32)/zygote/GPU/oneAPI |
26581249 ns |
22890536.5 ns |
1.16 |
groupnorm(2, act=gelu, affine=true)(4 x 32)/zygote/GPU/Metal |
5185125.5 ns |
4718917 ns |
1.10 |
groupnorm(2, act=gelu, affine=true)(4 x 32)/zygote/GPU/AMDGPU |
668776 ns |
670993.5 ns |
1.00 |
groupnorm(2, act=relu, affine=false)(32 x 32)/forward/CPU/2 thread(s) |
10187.5 ns |
9271 ns |
1.10 |
groupnorm(2, act=relu, affine=false)(32 x 32)/forward/CPU/4 thread(s) |
9792 ns |
9541 ns |
1.03 |
groupnorm(2, act=relu, affine=false)(32 x 32)/forward/CPU/8 thread(s) |
10917 ns |
10875 ns |
1.00 |
groupnorm(2, act=relu, affine=false)(32 x 32)/forward/CPU/1 thread(s) |
9292 ns |
9270.5 ns |
1.00 |
groupnorm(2, act=relu, affine=false)(32 x 32)/forward/GPU/CUDA |
124324.5 ns |
122880.5 ns |
1.01 |
groupnorm(2, act=relu, affine=false)(32 x 32)/forward/GPU/oneAPI |
3445385.5 ns |
3253148 ns |
1.06 |
groupnorm(2, act=relu, affine=false)(32 x 32)/forward/GPU/Metal |
931250 ns |
918333 ns |
1.01 |
groupnorm(2, act=relu, affine=false)(32 x 32)/forward/GPU/AMDGPU |
72601 ns |
73381 ns |
0.99 |
groupnorm(2, act=relu, affine=false)(32 x 32)/zygote/CPU/2 thread(s) |
13791 ns |
15083 ns |
0.91 |
groupnorm(2, act=relu, affine=false)(32 x 32)/zygote/CPU/4 thread(s) |
15042 ns |
14167 ns |
1.06 |
groupnorm(2, act=relu, affine=false)(32 x 32)/zygote/CPU/8 thread(s) |
16750 ns |
17042 ns |
0.98 |
groupnorm(2, act=relu, affine=false)(32 x 32)/zygote/CPU/1 thread(s) |
14875 ns |
14667 ns |
1.01 |
groupnorm(2, act=relu, affine=false)(32 x 32)/zygote/GPU/CUDA |
599265 ns |
595348 ns |
1.01 |
groupnorm(2, act=relu, affine=false)(32 x 32)/zygote/GPU/oneAPI |
19837253 ns |
19444920 ns |
1.02 |
groupnorm(2, act=relu, affine=false)(32 x 32)/zygote/GPU/Metal |
4467250 ns |
4763896 ns |
0.94 |
groupnorm(2, act=relu, affine=false)(32 x 32)/zygote/GPU/AMDGPU |
354288 ns |
353084 ns |
1.00 |
batchnorm(2, act=gelu, affine=false)(4 x 32)/forward/CPU/2 thread(s) |
500 ns |
500 ns |
1 |
batchnorm(2, act=gelu, affine=false)(4 x 32)/forward/CPU/4 thread(s) |
666 ns |
459 ns |
1.45 |
batchnorm(2, act=gelu, affine=false)(4 x 32)/forward/CPU/8 thread(s) |
584 ns |
625 ns |
0.93 |
batchnorm(2, act=gelu, affine=false)(4 x 32)/forward/CPU/1 thread(s) |
459 ns |
459 ns |
1 |
batchnorm(2, act=gelu, affine=false)(4 x 32)/forward/GPU/CUDA |
35015 ns |
35417 ns |
0.99 |
batchnorm(2, act=gelu, affine=false)(4 x 32)/forward/GPU/oneAPI |
1242520 ns |
1186574 ns |
1.05 |
batchnorm(2, act=gelu, affine=false)(4 x 32)/forward/GPU/Metal |
426916.5 ns |
416604 ns |
1.02 |
batchnorm(2, act=gelu, affine=false)(4 x 32)/forward/GPU/AMDGPU |
208692 ns |
209112 ns |
1.00 |
batchnorm(2, act=gelu, affine=false)(4 x 32)/zygote/CPU/2 thread(s) |
8937.5 ns |
8979 ns |
1.00 |
batchnorm(2, act=gelu, affine=false)(4 x 32)/zygote/CPU/4 thread(s) |
9375 ns |
10292 ns |
0.91 |
batchnorm(2, act=gelu, affine=false)(4 x 32)/zygote/CPU/8 thread(s) |
9000 ns |
10416.5 ns |
0.86 |
batchnorm(2, act=gelu, affine=false)(4 x 32)/zygote/CPU/1 thread(s) |
8917 ns |
8729.5 ns |
1.02 |
batchnorm(2, act=gelu, affine=false)(4 x 32)/zygote/GPU/CUDA |
236066 ns |
233445.5 ns |
1.01 |
batchnorm(2, act=gelu, affine=false)(4 x 32)/zygote/GPU/oneAPI |
21882713 ns |
21282401 ns |
1.03 |
batchnorm(2, act=gelu, affine=false)(4 x 32)/zygote/GPU/Metal |
5349250 ns |
5435416.5 ns |
0.98 |
batchnorm(2, act=gelu, affine=false)(4 x 32)/zygote/GPU/AMDGPU |
656976 ns |
676048 ns |
0.97 |
bias_activation(32, act=gelu)(32 x 128)/forward/CPU/2 thread(s) |
15792 ns |
15708 ns |
1.01 |
bias_activation(32, act=gelu)(32 x 128)/forward/CPU/4 thread(s) |
13416 ns |
14583 ns |
0.92 |
bias_activation(32, act=gelu)(32 x 128)/forward/CPU/8 thread(s) |
12583.5 ns |
12416 ns |
1.01 |
bias_activation(32, act=gelu)(32 x 128)/forward/CPU/1 thread(s) |
10979 ns |
9937 ns |
1.10 |
bias_activation(32, act=gelu)(32 x 128)/forward/GPU/CUDA |
22506 ns |
21468 ns |
1.05 |
bias_activation(32, act=gelu)(32 x 128)/forward/GPU/oneAPI |
1159535 ns |
1188974 ns |
0.98 |
bias_activation(32, act=gelu)(32 x 128)/forward/GPU/Metal |
197166 ns |
204687 ns |
0.96 |
bias_activation(32, act=gelu)(32 x 128)/forward/GPU/AMDGPU |
187121.5 ns |
182912 ns |
1.02 |
bias_activation(32, act=gelu)(32 x 128)/zygote/CPU/2 thread(s) |
32125 ns |
32083 ns |
1.00 |
bias_activation(32, act=gelu)(32 x 128)/zygote/CPU/4 thread(s) |
32125 ns |
31979 ns |
1.00 |
bias_activation(32, act=gelu)(32 x 128)/zygote/CPU/8 thread(s) |
32125 ns |
32583 ns |
0.99 |
bias_activation(32, act=gelu)(32 x 128)/zygote/CPU/1 thread(s) |
32042 ns |
31916 ns |
1.00 |
bias_activation(32, act=gelu)(32 x 128)/zygote/GPU/CUDA |
281987.5 ns |
277811 ns |
1.02 |
bias_activation(32, act=gelu)(32 x 128)/zygote/GPU/oneAPI |
11256812 ns |
11129104.5 ns |
1.01 |
bias_activation(32, act=gelu)(32 x 128)/zygote/GPU/Metal |
1704270.5 ns |
1607584 ns |
1.06 |
bias_activation(32, act=gelu)(32 x 128)/zygote/GPU/AMDGPU |
602756 ns |
603987 ns |
1.00 |
groupnorm(4, act=gelu, affine=false)(16 x 16 x 32 x 32)/forward/CPU/2 thread(s) |
439208 ns |
443583 ns |
0.99 |
groupnorm(4, act=gelu, affine=false)(16 x 16 x 32 x 32)/forward/CPU/4 thread(s) |
440312 ns |
441395.5 ns |
1.00 |
groupnorm(4, act=gelu, affine=false)(16 x 16 x 32 x 32)/forward/CPU/8 thread(s) |
442437.5 ns |
443312.5 ns |
1.00 |
groupnorm(4, act=gelu, affine=false)(16 x 16 x 32 x 32)/forward/CPU/1 thread(s) |
452250 ns |
439937.5 ns |
1.03 |
groupnorm(4, act=gelu, affine=false)(16 x 16 x 32 x 32)/forward/GPU/CUDA |
194353 ns |
194190 ns |
1.00 |
groupnorm(4, act=gelu, affine=false)(16 x 16 x 32 x 32)/forward/GPU/oneAPI |
6187612 ns |
5958005 ns |
1.04 |
groupnorm(4, act=gelu, affine=false)(16 x 16 x 32 x 32)/forward/GPU/Metal |
2010833.5 ns |
1994958 ns |
1.01 |
groupnorm(4, act=gelu, affine=false)(16 x 16 x 32 x 32)/forward/GPU/AMDGPU |
371658.5 ns |
350285 ns |
1.06 |
groupnorm(4, act=gelu, affine=false)(16 x 16 x 32 x 32)/zygote/CPU/2 thread(s) |
3836125 ns |
3816917 ns |
1.01 |
groupnorm(4, act=gelu, affine=false)(16 x 16 x 32 x 32)/zygote/CPU/4 thread(s) |
3828416.5 ns |
3836875 ns |
1.00 |
groupnorm(4, act=gelu, affine=false)(16 x 16 x 32 x 32)/zygote/CPU/8 thread(s) |
3833375 ns |
3840729.5 ns |
1.00 |
groupnorm(4, act=gelu, affine=false)(16 x 16 x 32 x 32)/zygote/CPU/1 thread(s) |
3804958 ns |
3801625 ns |
1.00 |
groupnorm(4, act=gelu, affine=false)(16 x 16 x 32 x 32)/zygote/GPU/CUDA |
543630.5 ns |
546260 ns |
1.00 |
groupnorm(4, act=gelu, affine=false)(16 x 16 x 32 x 32)/zygote/GPU/oneAPI |
28316634 ns |
28675319 ns |
0.99 |
groupnorm(4, act=gelu, affine=false)(16 x 16 x 32 x 32)/zygote/GPU/Metal |
9576666 ns |
9200208 ns |
1.04 |
groupnorm(4, act=gelu, affine=false)(16 x 16 x 32 x 32)/zygote/GPU/AMDGPU |
1217281 ns |
1220685 ns |
1.00 |
batchedmm(512, Bsize=512)/forward/CPU/2 thread(s) |
781279958 ns |
783919458 ns |
1.00 |
batchedmm(512, Bsize=512)/forward/CPU/4 thread(s) |
418024250 ns |
415090937.5 ns |
1.01 |
batchedmm(512, Bsize=512)/forward/CPU/8 thread(s) |
415003958 ns |
416149396 ns |
1.00 |
batchedmm(512, Bsize=512)/forward/CPU/1 thread(s) |
1553302312.5 ns |
1556394646 ns |
1.00 |
batchedmm(512, Bsize=512)/forward/GPU/CUDA |
22534687 ns |
22758802.5 ns |
0.99 |
batchedmm(512, Bsize=512)/forward/GPU/AMDGPU |
14053357 ns |
14026629 ns |
1.00 |
batchedmm(512, Bsize=512)/zygote/CPU/2 thread(s) |
2540355333 ns |
2531412125 ns |
1.00 |
batchedmm(512, Bsize=512)/zygote/CPU/4 thread(s) |
1525674250 ns |
1503429375 ns |
1.01 |
batchedmm(512, Bsize=512)/zygote/CPU/8 thread(s) |
1510867083 ns |
1511972625 ns |
1.00 |
batchedmm(512, Bsize=512)/zygote/CPU/1 thread(s) |
5211355166 ns |
5238183333 ns |
0.99 |
batchedmm(512, Bsize=512)/zygote/GPU/CUDA |
372139138 ns |
341968825.5 ns |
1.09 |
batchedmm(512, Bsize=512)/zygote/GPU/AMDGPU |
88484108 ns |
89112141 ns |
0.99 |
layernorm(4, act=identity, affine=true)(16 x 16 x 4 x 32)/forward/CPU/2 thread(s) |
76833.5 ns |
76084 ns |
1.01 |
layernorm(4, act=identity, affine=true)(16 x 16 x 4 x 32)/forward/CPU/4 thread(s) |
80438 ns |
77666 ns |
1.04 |
layernorm(4, act=identity, affine=true)(16 x 16 x 4 x 32)/forward/CPU/8 thread(s) |
79375 ns |
79333 ns |
1.00 |
layernorm(4, act=identity, affine=true)(16 x 16 x 4 x 32)/forward/CPU/1 thread(s) |
77000 ns |
88708 ns |
0.87 |
layernorm(4, act=identity, affine=true)(16 x 16 x 4 x 32)/forward/GPU/CUDA |
210860 ns |
209926 ns |
1.00 |
layernorm(4, act=identity, affine=true)(16 x 16 x 4 x 32)/forward/GPU/oneAPI |
7939257.5 ns |
7624963 ns |
1.04 |
layernorm(4, act=identity, affine=true)(16 x 16 x 4 x 32)/forward/GPU/Metal |
556833 ns |
538459 ns |
1.03 |
layernorm(4, act=identity, affine=true)(16 x 16 x 4 x 32)/forward/GPU/AMDGPU |
110121 ns |
111431 ns |
0.99 |
layernorm(4, act=identity, affine=true)(16 x 16 x 4 x 32)/zygote/CPU/2 thread(s) |
194333 ns |
193479 ns |
1.00 |
layernorm(4, act=identity, affine=true)(16 x 16 x 4 x 32)/zygote/CPU/4 thread(s) |
196250 ns |
195396 ns |
1.00 |
layernorm(4, act=identity, affine=true)(16 x 16 x 4 x 32)/zygote/CPU/8 thread(s) |
280604.5 ns |
255791 ns |
1.10 |
layernorm(4, act=identity, affine=true)(16 x 16 x 4 x 32)/zygote/CPU/1 thread(s) |
209625 ns |
263084 ns |
0.80 |
layernorm(4, act=identity, affine=true)(16 x 16 x 4 x 32)/zygote/GPU/CUDA |
1044977.5 ns |
1056306 ns |
0.99 |
layernorm(4, act=identity, affine=true)(16 x 16 x 4 x 32)/zygote/GPU/oneAPI |
44213920 ns |
42921068 ns |
1.03 |
layernorm(4, act=identity, affine=true)(16 x 16 x 4 x 32)/zygote/GPU/Metal |
6328458 ns |
6096396 ns |
1.04 |
layernorm(4, act=identity, affine=true)(16 x 16 x 4 x 32)/zygote/GPU/AMDGPU |
635831 ns |
638587 ns |
1.00 |
batchedmm(512, Bsize=128)/forward/CPU/2 thread(s) |
200007250 ns |
199996979.5 ns |
1.00 |
batchedmm(512, Bsize=128)/forward/CPU/4 thread(s) |
103851687 ns |
104048375 ns |
1.00 |
batchedmm(512, Bsize=128)/forward/CPU/8 thread(s) |
103904750 ns |
103857041 ns |
1.00 |
batchedmm(512, Bsize=128)/forward/CPU/1 thread(s) |
388866500 ns |
389154708 ns |
1.00 |
batchedmm(512, Bsize=128)/forward/GPU/CUDA |
5820988 ns |
5838520 ns |
1.00 |
batchedmm(512, Bsize=128)/forward/GPU/AMDGPU |
3429802 ns |
3416961 ns |
1.00 |
batchedmm(512, Bsize=128)/zygote/CPU/2 thread(s) |
621011562.5 ns |
619738166.5 ns |
1.00 |
batchedmm(512, Bsize=128)/zygote/CPU/4 thread(s) |
351243917 ns |
352609750 ns |
1.00 |
batchedmm(512, Bsize=128)/zygote/CPU/8 thread(s) |
354523166 ns |
353140208 ns |
1.00 |
batchedmm(512, Bsize=128)/zygote/CPU/1 thread(s) |
1184086167 ns |
1179908250 ns |
1.00 |
batchedmm(512, Bsize=128)/zygote/GPU/CUDA |
26473310 ns |
26709121 ns |
0.99 |
batchedmm(512, Bsize=128)/zygote/GPU/AMDGPU |
21855057 ns |
21908376.5 ns |
1.00 |
batchnorm(4, act=identity, affine=true)(16 x 16 x 4 x 32)/forward/CPU/2 thread(s) |
7167 ns |
7250 ns |
0.99 |
batchnorm(4, act=identity, affine=true)(16 x 16 x 4 x 32)/forward/CPU/4 thread(s) |
5416 ns |
5292 ns |
1.02 |
batchnorm(4, act=identity, affine=true)(16 x 16 x 4 x 32)/forward/CPU/8 thread(s) |
5375 ns |
5375 ns |
1 |
batchnorm(4, act=identity, affine=true)(16 x 16 x 4 x 32)/forward/CPU/1 thread(s) |
10083 ns |
9958 ns |
1.01 |
batchnorm(4, act=identity, affine=true)(16 x 16 x 4 x 32)/forward/GPU/CUDA |
28684 ns |
27949 ns |
1.03 |
batchnorm(4, act=identity, affine=true)(16 x 16 x 4 x 32)/forward/GPU/oneAPI |
1197511 ns |
1220698 ns |
0.98 |
batchnorm(4, act=identity, affine=true)(16 x 16 x 4 x 32)/forward/GPU/Metal |
675667 ns |
445770.5 ns |
1.52 |
batchnorm(4, act=identity, affine=true)(16 x 16 x 4 x 32)/forward/GPU/AMDGPU |
48700 ns |
49951 ns |
0.97 |
batchnorm(4, act=identity, affine=true)(16 x 16 x 4 x 32)/zygote/CPU/2 thread(s) |
215000 ns |
214667 ns |
1.00 |
batchnorm(4, act=identity, affine=true)(16 x 16 x 4 x 32)/zygote/CPU/4 thread(s) |
221959 ns |
222250 ns |
1.00 |
batchnorm(4, act=identity, affine=true)(16 x 16 x 4 x 32)/zygote/CPU/8 thread(s) |
221958.5 ns |
222083.5 ns |
1.00 |
batchnorm(4, act=identity, affine=true)(16 x 16 x 4 x 32)/zygote/CPU/1 thread(s) |
215917 ns |
217354.5 ns |
0.99 |
batchnorm(4, act=identity, affine=true)(16 x 16 x 4 x 32)/zygote/GPU/CUDA |
219373 ns |
226060 ns |
0.97 |
batchnorm(4, act=identity, affine=true)(16 x 16 x 4 x 32)/zygote/GPU/oneAPI |
33465057 ns |
31786029 ns |
1.05 |
batchnorm(4, act=identity, affine=true)(16 x 16 x 4 x 32)/zygote/GPU/Metal |
9200792 ns |
9164667 ns |
1.00 |
batchnorm(4, act=identity, affine=true)(16 x 16 x 4 x 32)/zygote/GPU/AMDGPU |
538594 ns |
535067 ns |
1.01 |
groupnorm(2, act=relu, affine=false)(4 x 32)/forward/CPU/2 thread(s) |
9271 ns |
8208.5 ns |
1.13 |
groupnorm(2, act=relu, affine=false)(4 x 32)/forward/CPU/4 thread(s) |
8708 ns |
7375 ns |
1.18 |
groupnorm(2, act=relu, affine=false)(4 x 32)/forward/CPU/8 thread(s) |
10417 ns |
10708 ns |
0.97 |
groupnorm(2, act=relu, affine=false)(4 x 32)/forward/CPU/1 thread(s) |
7562.5 ns |
8021 ns |
0.94 |
groupnorm(2, act=relu, affine=false)(4 x 32)/forward/GPU/CUDA |
117805.5 ns |
118426 ns |
0.99 |
groupnorm(2, act=relu, affine=false)(4 x 32)/forward/GPU/oneAPI |
3416067 ns |
3289610 ns |
1.04 |
groupnorm(2, act=relu, affine=false)(4 x 32)/forward/GPU/Metal |
906500 ns |
894959 ns |
1.01 |
groupnorm(2, act=relu, affine=false)(4 x 32)/forward/GPU/AMDGPU |
74050 ns |
75861 ns |
0.98 |
groupnorm(2, act=relu, affine=false)(4 x 32)/zygote/CPU/2 thread(s) |
8500 ns |
8458.5 ns |
1.00 |
groupnorm(2, act=relu, affine=false)(4 x 32)/zygote/CPU/4 thread(s) |
9021 ns |
8458 ns |
1.07 |
groupnorm(2, act=relu, affine=false)(4 x 32)/zygote/CPU/8 thread(s) |
11583 ns |
11000 ns |
1.05 |
groupnorm(2, act=relu, affine=false)(4 x 32)/zygote/CPU/1 thread(s) |
8875 ns |
8625 ns |
1.03 |
groupnorm(2, act=relu, affine=false)(4 x 32)/zygote/GPU/CUDA |
511809 ns |
525710 ns |
0.97 |
groupnorm(2, act=relu, affine=false)(4 x 32)/zygote/GPU/oneAPI |
18851406 ns |
19476117 ns |
0.97 |
groupnorm(2, act=relu, affine=false)(4 x 32)/zygote/GPU/Metal |
4467000 ns |
4580750 ns |
0.98 |
groupnorm(2, act=relu, affine=false)(4 x 32)/zygote/GPU/AMDGPU |
318773 ns |
323803.5 ns |
0.98 |
batchnorm(2, act=identity, affine=true)(32 x 32)/forward/CPU/2 thread(s) |
625 ns |
583 ns |
1.07 |
batchnorm(2, act=identity, affine=true)(32 x 32)/forward/CPU/4 thread(s) |
709 ns |
542 ns |
1.31 |
batchnorm(2, act=identity, affine=true)(32 x 32)/forward/CPU/8 thread(s) |
667 ns |
709 ns |
0.94 |
batchnorm(2, act=identity, affine=true)(32 x 32)/forward/CPU/1 thread(s) |
625 ns |
500 ns |
1.25 |
batchnorm(2, act=identity, affine=true)(32 x 32)/forward/GPU/CUDA |
25714 ns |
26694 ns |
0.96 |
batchnorm(2, act=identity, affine=true)(32 x 32)/forward/GPU/oneAPI |
1273031 ns |
1232825 ns |
1.03 |
batchnorm(2, act=identity, affine=true)(32 x 32)/forward/GPU/Metal |
450458.5 ns |
334666 ns |
1.35 |
batchnorm(2, act=identity, affine=true)(32 x 32)/forward/GPU/AMDGPU |
48810 ns |
51101 ns |
0.96 |
batchnorm(2, act=identity, affine=true)(32 x 32)/zygote/CPU/2 thread(s) |
16084 ns |
12833 ns |
1.25 |
batchnorm(2, act=identity, affine=true)(32 x 32)/zygote/CPU/4 thread(s) |
12146 ns |
11125 ns |
1.09 |
batchnorm(2, act=identity, affine=true)(32 x 32)/zygote/CPU/8 thread(s) |
12125 ns |
12708 ns |
0.95 |
batchnorm(2, act=identity, affine=true)(32 x 32)/zygote/CPU/1 thread(s) |
11334 ns |
11375 ns |
1.00 |
batchnorm(2, act=identity, affine=true)(32 x 32)/zygote/GPU/CUDA |
250965 ns |
255932 ns |
0.98 |
batchnorm(2, act=identity, affine=true)(32 x 32)/zygote/GPU/oneAPI |
23303938.5 ns |
23574064 ns |
0.99 |
batchnorm(2, act=identity, affine=true)(32 x 32)/zygote/GPU/Metal |
5365646 ns |
5957187 ns |
0.90 |
batchnorm(2, act=identity, affine=true)(32 x 32)/zygote/GPU/AMDGPU |
389799 ns |
393244 ns |
0.99 |
bias_activation(512, act=gelu)(512 x 128)/forward/CPU/2 thread(s) |
106291 ns |
106916 ns |
0.99 |
bias_activation(512, act=gelu)(512 x 128)/forward/CPU/4 thread(s) |
84625 ns |
84416 ns |
1.00 |
bias_activation(512, act=gelu)(512 x 128)/forward/CPU/8 thread(s) |
86166 ns |
85416 ns |
1.01 |
bias_activation(512, act=gelu)(512 x 128)/forward/CPU/1 thread(s) |
146500 ns |
146729 ns |
1.00 |
bias_activation(512, act=gelu)(512 x 128)/forward/GPU/CUDA |
24955 ns |
24228 ns |
1.03 |
bias_activation(512, act=gelu)(512 x 128)/forward/GPU/oneAPI |
1163867 ns |
1231419 ns |
0.95 |
bias_activation(512, act=gelu)(512 x 128)/forward/GPU/Metal |
262458 ns |
259958 ns |
1.01 |
bias_activation(512, act=gelu)(512 x 128)/forward/GPU/AMDGPU |
185231.5 ns |
188842 ns |
0.98 |
bias_activation(512, act=gelu)(512 x 128)/zygote/CPU/2 thread(s) |
479417 ns |
478583.5 ns |
1.00 |
bias_activation(512, act=gelu)(512 x 128)/zygote/CPU/4 thread(s) |
519521 ns |
479354.5 ns |
1.08 |
bias_activation(512, act=gelu)(512 x 128)/zygote/CPU/8 thread(s) |
481771 ns |
479416 ns |
1.00 |
bias_activation(512, act=gelu)(512 x 128)/zygote/CPU/1 thread(s) |
504437.5 ns |
522125 ns |
0.97 |
bias_activation(512, act=gelu)(512 x 128)/zygote/GPU/CUDA |
230703 ns |
234731 ns |
0.98 |
bias_activation(512, act=gelu)(512 x 128)/zygote/GPU/oneAPI |
11688664.5 ns |
11445580 ns |
1.02 |
bias_activation(512, act=gelu)(512 x 128)/zygote/GPU/Metal |
2205416 ns |
2175521 ns |
1.01 |
bias_activation(512, act=gelu)(512 x 128)/zygote/GPU/AMDGPU |
617466 ns |
622217.5 ns |
0.99 |
batchedmm(16, Bsize=32)/forward/CPU/2 thread(s) |
5875 ns |
5208 ns |
1.13 |
batchedmm(16, Bsize=32)/forward/CPU/4 thread(s) |
7333 ns |
6958 ns |
1.05 |
batchedmm(16, Bsize=32)/forward/CPU/8 thread(s) |
7000 ns |
7167 ns |
0.98 |
batchedmm(16, Bsize=32)/forward/CPU/1 thread(s) |
6312.5 ns |
5020.5 ns |
1.26 |
batchedmm(16, Bsize=32)/forward/GPU/CUDA |
15960 ns |
17348 ns |
0.92 |
batchedmm(16, Bsize=32)/forward/GPU/AMDGPU |
79085.5 ns |
79231 ns |
1.00 |
batchedmm(16, Bsize=32)/zygote/CPU/2 thread(s) |
13208 ns |
12875 ns |
1.03 |
batchedmm(16, Bsize=32)/zygote/CPU/4 thread(s) |
10667 ns |
12083 ns |
0.88 |
batchedmm(16, Bsize=32)/zygote/CPU/8 thread(s) |
11167 ns |
12667 ns |
0.88 |
batchedmm(16, Bsize=32)/zygote/CPU/1 thread(s) |
17083.5 ns |
17708.5 ns |
0.96 |
batchedmm(16, Bsize=32)/zygote/GPU/CUDA |
211295 ns |
217078.5 ns |
0.97 |
batchedmm(16, Bsize=32)/zygote/GPU/AMDGPU |
373923 ns |
388595 ns |
0.96 |
batchedmm(16, Bsize=128)/forward/CPU/2 thread(s) |
39209 ns |
39625 ns |
0.99 |
batchedmm(16, Bsize=128)/forward/CPU/4 thread(s) |
50708 ns |
50625 ns |
1.00 |
batchedmm(16, Bsize=128)/forward/CPU/8 thread(s) |
51083 ns |
51000 ns |
1.00 |
batchedmm(16, Bsize=128)/forward/CPU/1 thread(s) |
13541.5 ns |
13666.5 ns |
0.99 |
batchedmm(16, Bsize=128)/forward/GPU/CUDA |
21656 ns |
20461 ns |
1.06 |
batchedmm(16, Bsize=128)/forward/GPU/AMDGPU |
80316 ns |
83341 ns |
0.96 |
batchedmm(16, Bsize=128)/zygote/CPU/2 thread(s) |
37833 ns |
38542 ns |
0.98 |
batchedmm(16, Bsize=128)/zygote/CPU/4 thread(s) |
32083 ns |
29917 ns |
1.07 |
batchedmm(16, Bsize=128)/zygote/CPU/8 thread(s) |
30083 ns |
31417 ns |
0.96 |
batchedmm(16, Bsize=128)/zygote/CPU/1 thread(s) |
57250 ns |
66000 ns |
0.87 |
batchedmm(16, Bsize=128)/zygote/GPU/CUDA |
189684 ns |
195656.5 ns |
0.97 |
batchedmm(16, Bsize=128)/zygote/GPU/AMDGPU |
406643.5 ns |
398885 ns |
1.02 |
bias_activation(2, act=tanh)(2 x 128)/forward/CPU/2 thread(s) |
1916.5 ns |
1770.5 ns |
1.08 |
bias_activation(2, act=tanh)(2 x 128)/forward/CPU/4 thread(s) |
1875 ns |
1625 ns |
1.15 |
bias_activation(2, act=tanh)(2 x 128)/forward/CPU/8 thread(s) |
2125 ns |
2292 ns |
0.93 |
bias_activation(2, act=tanh)(2 x 128)/forward/CPU/1 thread(s) |
1791.5 ns |
1729.5 ns |
1.04 |
bias_activation(2, act=tanh)(2 x 128)/forward/GPU/CUDA |
20698 ns |
21146 ns |
0.98 |
bias_activation(2, act=tanh)(2 x 128)/forward/GPU/oneAPI |
1151725 ns |
1123716.5 ns |
1.02 |
bias_activation(2, act=tanh)(2 x 128)/forward/GPU/Metal |
318416.5 ns |
302958 ns |
1.05 |
bias_activation(2, act=tanh)(2 x 128)/forward/GPU/AMDGPU |
30320 ns |
28491 ns |
1.06 |
bias_activation(2, act=tanh)(2 x 128)/zygote/CPU/2 thread(s) |
2208.5 ns |
2229.5 ns |
0.99 |
bias_activation(2, act=tanh)(2 x 128)/zygote/CPU/4 thread(s) |
2167 ns |
2416 ns |
0.90 |
bias_activation(2, act=tanh)(2 x 128)/zygote/CPU/8 thread(s) |
2375 ns |
2375 ns |
1 |
bias_activation(2, act=tanh)(2 x 128)/zygote/CPU/1 thread(s) |
2125 ns |
2166 ns |
0.98 |
bias_activation(2, act=tanh)(2 x 128)/zygote/GPU/CUDA |
201882 ns |
205300 ns |
0.98 |
bias_activation(2, act=tanh)(2 x 128)/zygote/GPU/oneAPI |
8916839 ns |
9074561 ns |
0.98 |
bias_activation(2, act=tanh)(2 x 128)/zygote/GPU/Metal |
1544750 ns |
1516937.5 ns |
1.02 |
bias_activation(2, act=tanh)(2 x 128)/zygote/GPU/AMDGPU |
138336.5 ns |
138212 ns |
1.00 |
layernorm(2, act=identity, affine=true)(4 x 32)/forward/CPU/2 thread(s) |
6271 ns |
5645.5 ns |
1.11 |
layernorm(2, act=identity, affine=true)(4 x 32)/forward/CPU/4 thread(s) |
4854.5 ns |
4771 ns |
1.02 |
layernorm(2, act=identity, affine=true)(4 x 32)/forward/CPU/8 thread(s) |
6312.5 ns |
6604 ns |
0.96 |
layernorm(2, act=identity, affine=true)(4 x 32)/forward/CPU/1 thread(s) |
5042 ns |
4979.5 ns |
1.01 |
layernorm(2, act=identity, affine=true)(4 x 32)/forward/GPU/CUDA |
143284 ns |
147775 ns |
0.97 |
layernorm(2, act=identity, affine=true)(4 x 32)/forward/GPU/oneAPI |
5900971 ns |
6128313 ns |
0.96 |
layernorm(2, act=identity, affine=true)(4 x 32)/forward/GPU/Metal |
567291.5 ns |
450875 ns |
1.26 |
layernorm(2, act=identity, affine=true)(4 x 32)/forward/GPU/AMDGPU |
62250 ns |
62371 ns |
1.00 |
layernorm(2, act=identity, affine=true)(4 x 32)/zygote/CPU/2 thread(s) |
8958.5 ns |
8958 ns |
1.00 |
layernorm(2, act=identity, affine=true)(4 x 32)/zygote/CPU/4 thread(s) |
9250 ns |
8750 ns |
1.06 |
layernorm(2, act=identity, affine=true)(4 x 32)/zygote/CPU/8 thread(s) |
9438 ns |
9125 ns |
1.03 |
layernorm(2, act=identity, affine=true)(4 x 32)/zygote/CPU/1 thread(s) |
8687.5 ns |
9625 ns |
0.90 |
layernorm(2, act=identity, affine=true)(4 x 32)/zygote/GPU/CUDA |
864087 ns |
883717 ns |
0.98 |
layernorm(2, act=identity, affine=true)(4 x 32)/zygote/GPU/oneAPI |
38587534 ns |
41518756 ns |
0.93 |
layernorm(2, act=identity, affine=true)(4 x 32)/zygote/GPU/Metal |
5770625 ns |
5658500 ns |
1.02 |
layernorm(2, act=identity, affine=true)(4 x 32)/zygote/GPU/AMDGPU |
391113 ns |
388034 ns |
1.01 |
batchnorm(4, act=gelu, affine=false)(16 x 16 x 4 x 32)/forward/CPU/2 thread(s) |
56750 ns |
56709 ns |
1.00 |
batchnorm(4, act=gelu, affine=false)(16 x 16 x 4 x 32)/forward/CPU/4 thread(s) |
56916 ns |
56833 ns |
1.00 |
batchnorm(4, act=gelu, affine=false)(16 x 16 x 4 x 32)/forward/CPU/8 thread(s) |
57000 ns |
56917 ns |
1.00 |
batchnorm(4, act=gelu, affine=false)(16 x 16 x 4 x 32)/forward/CPU/1 thread(s) |
58250 ns |
58292 ns |
1.00 |
batchnorm(4, act=gelu, affine=false)(16 x 16 x 4 x 32)/forward/GPU/CUDA |
37169 ns |
38043 ns |
0.98 |
batchnorm(4, act=gelu, affine=false)(16 x 16 x 4 x 32)/forward/GPU/oneAPI |
1177949 ns |
1221995 ns |
0.96 |
batchnorm(4, act=gelu, affine=false)(16 x 16 x 4 x 32)/forward/GPU/Metal |
363395.5 ns |
611541 ns |
0.59 |
batchnorm(4, act=gelu, affine=false)(16 x 16 x 4 x 32)/forward/GPU/AMDGPU |
207172 ns |
207452 ns |
1.00 |
batchnorm(4, act=gelu, affine=false)(16 x 16 x 4 x 32)/zygote/CPU/2 thread(s) |
451792 ns |
450937.5 ns |
1.00 |
batchnorm(4, act=gelu, affine=false)(16 x 16 x 4 x 32)/zygote/CPU/4 thread(s) |
467500 ns |
466917 ns |
1.00 |
batchnorm(4, act=gelu, affine=false)(16 x 16 x 4 x 32)/zygote/CPU/8 thread(s) |
466312.5 ns |
468562.5 ns |
1.00 |
batchnorm(4, act=gelu, affine=false)(16 x 16 x 4 x 32)/zygote/CPU/1 thread(s) |
441500 ns |
473167 ns |
0.93 |
batchnorm(4, act=gelu, affine=false)(16 x 16 x 4 x 32)/zygote/GPU/CUDA |
264130.5 ns |
271371 ns |
0.97 |
batchnorm(4, act=gelu, affine=false)(16 x 16 x 4 x 32)/zygote/GPU/oneAPI |
27819058 ns |
26618792 ns |
1.05 |
batchnorm(4, act=gelu, affine=false)(16 x 16 x 4 x 32)/zygote/GPU/Metal |
8272125 ns |
8082167 ns |
1.02 |
batchnorm(4, act=gelu, affine=false)(16 x 16 x 4 x 32)/zygote/GPU/AMDGPU |
816138 ns |
807824 ns |
1.01 |
batchedmm(128, Bsize=128)/forward/CPU/2 thread(s) |
3324375 ns |
3309813 ns |
1.00 |
batchedmm(128, Bsize=128)/forward/CPU/4 thread(s) |
1763125 ns |
1763625 ns |
1.00 |
batchedmm(128, Bsize=128)/forward/CPU/8 thread(s) |
1769958 ns |
1772167 ns |
1.00 |
batchedmm(128, Bsize=128)/forward/CPU/1 thread(s) |
6313291.5 ns |
6307500 ns |
1.00 |
batchedmm(128, Bsize=128)/forward/GPU/CUDA |
205480 ns |
206270.5 ns |
1.00 |
batchedmm(128, Bsize=128)/forward/GPU/AMDGPU |
205832 ns |
211692.5 ns |
0.97 |
batchedmm(128, Bsize=128)/zygote/CPU/2 thread(s) |
11532979 ns |
11489208 ns |
1.00 |
batchedmm(128, Bsize=128)/zygote/CPU/4 thread(s) |
6556937.5 ns |
6543312.5 ns |
1.00 |
batchedmm(128, Bsize=128)/zygote/CPU/8 thread(s) |
6559812.5 ns |
6593875 ns |
0.99 |
batchedmm(128, Bsize=128)/zygote/CPU/1 thread(s) |
21146833 ns |
21174666.5 ns |
1.00 |
batchedmm(128, Bsize=128)/zygote/GPU/CUDA |
740245 ns |
735714 ns |
1.01 |
batchedmm(128, Bsize=128)/zygote/GPU/AMDGPU |
1073505 ns |
1071922.5 ns |
1.00 |
layernorm(2, act=identity, affine=false)(4 x 32)/forward/CPU/2 thread(s) |
6083 ns |
6437 ns |
0.95 |
layernorm(2, act=identity, affine=false)(4 x 32)/forward/CPU/4 thread(s) |
4917 ns |
5125 ns |
0.96 |
layernorm(2, act=identity, affine=false)(4 x 32)/forward/CPU/8 thread(s) |
6000 ns |
7604.5 ns |
0.79 |
layernorm(2, act=identity, affine=false)(4 x 32)/forward/CPU/1 thread(s) |
5209 ns |
6021 ns |
0.87 |
layernorm(2, act=identity, affine=false)(4 x 32)/forward/GPU/CUDA |
137073 ns |
141217 ns |
0.97 |
layernorm(2, act=identity, affine=false)(4 x 32)/forward/GPU/oneAPI |
5763070.5 ns |
5736528 ns |
1.00 |
layernorm(2, act=identity, affine=false)(4 x 32)/forward/GPU/Metal |
761979.5 ns |
743958 ns |
1.02 |
layernorm(2, act=identity, affine=false)(4 x 32)/forward/GPU/AMDGPU |
58111 ns |
58020 ns |
1.00 |
layernorm(2, act=identity, affine=false)(4 x 32)/zygote/CPU/2 thread(s) |
7166 ns |
7750 ns |
0.92 |
layernorm(2, act=identity, affine=false)(4 x 32)/zygote/CPU/4 thread(s) |
13625 ns |
8791 ns |
1.55 |
layernorm(2, act=identity, affine=false)(4 x 32)/zygote/CPU/8 thread(s) |
7416 ns |
7417 ns |
1.00 |
layernorm(2, act=identity, affine=false)(4 x 32)/zygote/CPU/1 thread(s) |
7146 ns |
8084 ns |
0.88 |
layernorm(2, act=identity, affine=false)(4 x 32)/zygote/GPU/CUDA |
748959 ns |
759240 ns |
0.99 |
layernorm(2, act=identity, affine=false)(4 x 32)/zygote/GPU/oneAPI |
37270377 ns |
35174267 ns |
1.06 |
layernorm(2, act=identity, affine=false)(4 x 32)/zygote/GPU/Metal |
5566708.5 ns |
5288042 ns |
1.05 |
layernorm(2, act=identity, affine=false)(4 x 32)/zygote/GPU/AMDGPU |
379893 ns |
379024.5 ns |
1.00 |
groupnorm(4, act=relu, affine=true)(16 x 16 x 32 x 32)/forward/CPU/2 thread(s) |
97625 ns |
97583 ns |
1.00 |
groupnorm(4, act=relu, affine=true)(16 x 16 x 32 x 32)/forward/CPU/4 thread(s) |
95708 ns |
101959 ns |
0.94 |
groupnorm(4, act=relu, affine=true)(16 x 16 x 32 x 32)/forward/CPU/8 thread(s) |
97708 ns |
127542 ns |
0.77 |
groupnorm(4, act=relu, affine=true)(16 x 16 x 32 x 32)/forward/CPU/1 thread(s) |
122083 ns |
96084 ns |
1.27 |
groupnorm(4, act=relu, affine=true)(16 x 16 x 32 x 32)/forward/GPU/CUDA |
149717.5 ns |
153040 ns |
0.98 |
groupnorm(4, act=relu, affine=true)(16 x 16 x 32 x 32)/forward/GPU/oneAPI |
5815106.5 ns |
5764876 ns |
1.01 |
groupnorm(4, act=relu, affine=true)(16 x 16 x 32 x 32)/forward/GPU/Metal |
2046458 ns |
2076375 ns |
0.99 |
groupnorm(4, act=relu, affine=true)(16 x 16 x 32 x 32)/forward/GPU/AMDGPU |
186092 ns |
184732 ns |
1.01 |
groupnorm(4, act=relu, affine=true)(16 x 16 x 32 x 32)/zygote/CPU/2 thread(s) |
2032063 ns |
1822416 ns |
1.12 |
groupnorm(4, act=relu, affine=true)(16 x 16 x 32 x 32)/zygote/CPU/4 thread(s) |
2035417 ns |
2035833.5 ns |
1.00 |
groupnorm(4, act=relu, affine=true)(16 x 16 x 32 x 32)/zygote/CPU/8 thread(s) |
2025750 ns |
2031521 ns |
1.00 |
groupnorm(4, act=relu, affine=true)(16 x 16 x 32 x 32)/zygote/CPU/1 thread(s) |
2034812.5 ns |
2029667 ns |
1.00 |
groupnorm(4, act=relu, affine=true)(16 x 16 x 32 x 32)/zygote/GPU/CUDA |
699402 ns |
712381 ns |
0.98 |
groupnorm(4, act=relu, affine=true)(16 x 16 x 32 x 32)/zygote/GPU/oneAPI |
33359753 ns |
32235030 ns |
1.03 |
groupnorm(4, act=relu, affine=true)(16 x 16 x 32 x 32)/zygote/GPU/Metal |
10780625 ns |
10817667 ns |
1.00 |
groupnorm(4, act=relu, affine=true)(16 x 16 x 32 x 32)/zygote/GPU/AMDGPU |
1123756 ns |
1119068 ns |
1.00 |
batchedmm(2, Bsize=4)/forward/CPU/2 thread(s) |
32895.5 ns |
32771 ns |
1.00 |
batchedmm(2, Bsize=4)/forward/CPU/4 thread(s) |
35958 ns |
34958 ns |
1.03 |
batchedmm(2, Bsize=4)/forward/CPU/8 thread(s) |
32292 ns |
33834 ns |
0.95 |
batchedmm(2, Bsize=4)/forward/CPU/1 thread(s) |
625 ns |
584 ns |
1.07 |
batchedmm(2, Bsize=4)/forward/GPU/CUDA |
15283 ns |
16070 ns |
0.95 |
batchedmm(2, Bsize=4)/forward/GPU/AMDGPU |
80500 ns |
80701 ns |
1.00 |
batchedmm(2, Bsize=4)/zygote/CPU/2 thread(s) |
2625 ns |
2645.5 ns |
0.99 |
batchedmm(2, Bsize=4)/zygote/CPU/4 thread(s) |
3291 ns |
4250 ns |
0.77 |
batchedmm(2, Bsize=4)/zygote/CPU/8 thread(s) |
3042 ns |
3083 ns |
0.99 |
batchedmm(2, Bsize=4)/zygote/CPU/1 thread(s) |
2334 ns |
2979.5 ns |
0.78 |
batchedmm(2, Bsize=4)/zygote/GPU/CUDA |
137331.5 ns |
140484 ns |
0.98 |
batchedmm(2, Bsize=4)/zygote/GPU/AMDGPU |
346583 ns |
362954 ns |
0.95 |
batchnorm(4, act=identity, affine=false)(16 x 16 x 4 x 32)/forward/CPU/2 thread(s) |
7166 ns |
7250 ns |
0.99 |
batchnorm(4, act=identity, affine=false)(16 x 16 x 4 x 32)/forward/CPU/4 thread(s) |
5292 ns |
5333 ns |
0.99 |
batchnorm(4, act=identity, affine=false)(16 x 16 x 4 x 32)/forward/CPU/8 thread(s) |
5416 ns |
5375 ns |
1.01 |
batchnorm(4, act=identity, affine=false)(16 x 16 x 4 x 32)/forward/CPU/1 thread(s) |
9958 ns |
10167 ns |
0.98 |
batchnorm(4, act=identity, affine=false)(16 x 16 x 4 x 32)/forward/GPU/CUDA |
36591 ns |
37558 ns |
0.97 |
batchnorm(4, act=identity, affine=false)(16 x 16 x 4 x 32)/forward/GPU/oneAPI |
1255336 ns |
1203117.5 ns |
1.04 |
batchnorm(4, act=identity, affine=false)(16 x 16 x 4 x 32)/forward/GPU/Metal |
361167 ns |
351958 ns |
1.03 |
batchnorm(4, act=identity, affine=false)(16 x 16 x 4 x 32)/forward/GPU/AMDGPU |
48660 ns |
50591 ns |
0.96 |
batchnorm(4, act=identity, affine=false)(16 x 16 x 4 x 32)/zygote/CPU/2 thread(s) |
212187 ns |
215229 ns |
0.99 |
batchnorm(4, act=identity, affine=false)(16 x 16 x 4 x 32)/zygote/CPU/4 thread(s) |
221041.5 ns |
223042 ns |
0.99 |
batchnorm(4, act=identity, affine=false)(16 x 16 x 4 x 32)/zygote/CPU/8 thread(s) |
221312 ns |
221041.5 ns |
1.00 |
batchnorm(4, act=identity, affine=false)(16 x 16 x 4 x 32)/zygote/CPU/1 thread(s) |
206750 ns |
216292 ns |
0.96 |
batchnorm(4, act=identity, affine=false)(16 x 16 x 4 x 32)/zygote/GPU/CUDA |
242479 ns |
247737.5 ns |
0.98 |
batchnorm(4, act=identity, affine=false)(16 x 16 x 4 x 32)/zygote/GPU/oneAPI |
26291133.5 ns |
28210154.5 ns |
0.93 |
batchnorm(4, act=identity, affine=false)(16 x 16 x 4 x 32)/zygote/GPU/Metal |
8127688 ns |
7826917 ns |
1.04 |
batchnorm(4, act=identity, affine=false)(16 x 16 x 4 x 32)/zygote/GPU/AMDGPU |
523004.5 ns |
518941 ns |
1.01 |
dense(32, bias=true, act=identity)(32 x 128)/forward/CPU/2 thread(s) |
3917 ns |
4000 ns |
0.98 |
dense(32, bias=true, act=identity)(32 x 128)/forward/CPU/4 thread(s) |
3959 ns |
3958 ns |
1.00 |
dense(32, bias=true, act=identity)(32 x 128)/forward/CPU/8 thread(s) |
3959 ns |
3959 ns |
1 |
dense(32, bias=true, act=identity)(32 x 128)/forward/CPU/1 thread(s) |
3958 ns |
3958 ns |
1 |
dense(32, bias=true, act=identity)(32 x 128)/forward/GPU/CUDA |
21550 ns |
22280 ns |
0.97 |
dense(32, bias=true, act=identity)(32 x 128)/forward/GPU/oneAPI |
2157769 ns |
2135337 ns |
1.01 |
dense(32, bias=true, act=identity)(32 x 128)/forward/GPU/Metal |
248541 ns |
244750 ns |
1.02 |
dense(32, bias=true, act=identity)(32 x 128)/forward/GPU/AMDGPU |
45911 ns |
45821 ns |
1.00 |
dense(32, bias=true, act=identity)(32 x 128)/zygote/CPU/2 thread(s) |
14667 ns |
14708 ns |
1.00 |
dense(32, bias=true, act=identity)(32 x 128)/zygote/CPU/4 thread(s) |
14708 ns |
14708 ns |
1 |
dense(32, bias=true, act=identity)(32 x 128)/zygote/CPU/8 thread(s) |
14750 ns |
14750 ns |
1 |
dense(32, bias=true, act=identity)(32 x 128)/zygote/CPU/1 thread(s) |
14708 ns |
14708 ns |
1 |
dense(32, bias=true, act=identity)(32 x 128)/zygote/GPU/CUDA |
304620 ns |
313766.5 ns |
0.97 |
dense(32, bias=true, act=identity)(32 x 128)/zygote/GPU/oneAPI |
10977767 ns |
11565919.5 ns |
0.95 |
dense(32, bias=true, act=identity)(32 x 128)/zygote/GPU/Metal |
1043625 ns |
996417 ns |
1.05 |
dense(32, bias=true, act=identity)(32 x 128)/zygote/GPU/AMDGPU |
199612 ns |
196698 ns |
1.01 |
groupnorm(4, act=identity, affine=true)(16 x 16 x 32 x 32)/forward/CPU/2 thread(s) |
106000 ns |
102375 ns |
1.04 |
groupnorm(4, act=identity, affine=true)(16 x 16 x 32 x 32)/forward/CPU/4 thread(s) |
98291.5 ns |
98375 ns |
1.00 |
groupnorm(4, act=identity, affine=true)(16 x 16 x 32 x 32)/forward/CPU/8 thread(s) |
102542 ns |
130667 ns |
0.78 |
groupnorm(4, act=identity, affine=true)(16 x 16 x 32 x 32)/forward/CPU/1 thread(s) |
128833 ns |
101541 ns |
1.27 |
groupnorm(4, act=identity, affine=true)(16 x 16 x 32 x 32)/forward/GPU/CUDA |
135179 ns |
142696 ns |
0.95 |
groupnorm(4, act=identity, affine=true)(16 x 16 x 32 x 32)/forward/GPU/oneAPI |
5987975 ns |
6012180 ns |
1.00 |
groupnorm(4, act=identity, affine=true)(16 x 16 x 32 x 32)/forward/GPU/Metal |
2089312.5 ns |
2060042 ns |
1.01 |
groupnorm(4, act=identity, affine=true)(16 x 16 x 32 x 32)/forward/GPU/AMDGPU |
186671 ns |
185242 ns |
1.01 |
groupnorm(4, act=identity, affine=true)(16 x 16 x 32 x 32)/zygote/CPU/2 thread(s) |
1921917 ns |
1678708 ns |
1.14 |
groupnorm(4, act=identity, affine=true)(16 x 16 x 32 x 32)/zygote/CPU/4 thread(s) |
1911646 ns |
1919562.5 ns |
1.00 |
groupnorm(4, act=identity, affine=true)(16 x 16 x 32 x 32)/zygote/CPU/8 thread(s) |
1921417 ns |
1925646 ns |
1.00 |
groupnorm(4, act=identity, affine=true)(16 x 16 x 32 x 32)/zygote/CPU/1 thread(s) |
1918250 ns |
1715750 ns |
1.12 |
groupnorm(4, act=identity, affine=true)(16 x 16 x 32 x 32)/zygote/GPU/CUDA |
683849 ns |
697882 ns |
0.98 |
groupnorm(4, act=identity, affine=true)(16 x 16 x 32 x 32)/zygote/GPU/oneAPI |
32200299 ns |
32586423 ns |
0.99 |
groupnorm(4, act=identity, affine=true)(16 x 16 x 32 x 32)/zygote/GPU/Metal |
10813854.5 ns |
10270770.5 ns |
1.05 |
groupnorm(4, act=identity, affine=true)(16 x 16 x 32 x 32)/zygote/GPU/AMDGPU |
1072735 ns |
1227914 ns |
0.87 |
groupnorm(4, act=relu, affine=false)(16 x 16 x 4 x 32)/forward/CPU/2 thread(s) |
17875 ns |
20125 ns |
0.89 |
groupnorm(4, act=relu, affine=false)(16 x 16 x 4 x 32)/forward/CPU/4 thread(s) |
18042 ns |
18666 ns |
0.97 |
groupnorm(4, act=relu, affine=false)(16 x 16 x 4 x 32)/forward/CPU/8 thread(s) |
21499.5 ns |
20125 ns |
1.07 |
groupnorm(4, act=relu, affine=false)(16 x 16 x 4 x 32)/forward/CPU/1 thread(s) |
18541 ns |
19041.5 ns |
0.97 |
groupnorm(4, act=relu, affine=false)(16 x 16 x 4 x 32)/forward/GPU/CUDA |
107857 ns |
111256 ns |
0.97 |
groupnorm(4, act=relu, affine=false)(16 x 16 x 4 x 32)/forward/GPU/oneAPI |
3405654 ns |
3316785.5 ns |
1.03 |
groupnorm(4, act=relu, affine=false)(16 x 16 x 4 x 32)/forward/GPU/Metal |
1342500 ns |
1342375 ns |
1.00 |
groupnorm(4, act=relu, affine=false)(16 x 16 x 4 x 32)/forward/GPU/AMDGPU |
81381 ns |
77136 ns |
1.06 |
groupnorm(4, act=relu, affine=false)(16 x 16 x 4 x 32)/zygote/CPU/2 thread(s) |
216416.5 ns |
216708 ns |
1.00 |
groupnorm(4, act=relu, affine=false)(16 x 16 x 4 x 32)/zygote/CPU/4 thread(s) |
226729 ns |
217270.5 ns |
1.04 |
groupnorm(4, act=relu, affine=false)(16 x 16 x 4 x 32)/zygote/CPU/8 thread(s) |
217666.5 ns |
217000 ns |
1.00 |
groupnorm(4, act=relu, affine=false)(16 x 16 x 4 x 32)/zygote/CPU/1 thread(s) |
228458.5 ns |
257500 ns |
0.89 |
groupnorm(4, act=relu, affine=false)(16 x 16 x 4 x 32)/zygote/GPU/CUDA |
513449.5 ns |
522548.5 ns |
0.98 |
groupnorm(4, act=relu, affine=false)(16 x 16 x 4 x 32)/zygote/GPU/oneAPI |
19313650 ns |
19703098 ns |
0.98 |
groupnorm(4, act=relu, affine=false)(16 x 16 x 4 x 32)/zygote/GPU/Metal |
5992125 ns |
6106875 ns |
0.98 |
groupnorm(4, act=relu, affine=false)(16 x 16 x 4 x 32)/zygote/GPU/AMDGPU |
473434 ns |
495696 ns |
0.96 |
batchedmm(16, Bsize=4)/forward/CPU/2 thread(s) |
23937.5 ns |
23625 ns |
1.01 |
batchedmm(16, Bsize=4)/forward/CPU/4 thread(s) |
28875 ns |
28917 ns |
1.00 |
batchedmm(16, Bsize=4)/forward/CPU/8 thread(s) |
26500 ns |
27167 ns |
0.98 |
batchedmm(16, Bsize=4)/forward/CPU/1 thread(s) |
1416 ns |
1542 ns |
0.92 |
batchedmm(16, Bsize=4)/forward/GPU/CUDA |
15770 ns |
16593 ns |
0.95 |
batchedmm(16, Bsize=4)/forward/GPU/AMDGPU |
82311 ns |
83321 ns |
0.99 |
batchedmm(16, Bsize=4)/zygote/CPU/2 thread(s) |
4833 ns |
4937.5 ns |
0.98 |
batchedmm(16, Bsize=4)/zygote/CPU/4 thread(s) |
5000 ns |
4709 ns |
1.06 |
batchedmm(16, Bsize=4)/zygote/CPU/8 thread(s) |
5166 ns |
5125 ns |
1.01 |
batchedmm(16, Bsize=4)/zygote/CPU/1 thread(s) |
4625 ns |
5479 ns |
0.84 |
batchedmm(16, Bsize=4)/zygote/GPU/CUDA |
205185 ns |
210967 ns |
0.97 |
batchedmm(16, Bsize=4)/zygote/GPU/AMDGPU |
383233 ns |
384204.5 ns |
1.00 |
layernorm(4, act=gelu, affine=false)(16 x 16 x 4 x 32)/forward/CPU/2 thread(s) |
307000 ns |
304709 ns |
1.01 |
layernorm(4, act=gelu, affine=false)(16 x 16 x 4 x 32)/forward/CPU/4 thread(s) |
307333 ns |
305417 ns |
1.01 |
layernorm(4, act=gelu, affine=false)(16 x 16 x 4 x 32)/forward/CPU/8 thread(s) |
309000.5 ns |
307312.5 ns |
1.01 |
layernorm(4, act=gelu, affine=false)(16 x 16 x 4 x 32)/forward/CPU/1 thread(s) |
306959 ns |
304999.5 ns |
1.01 |
layernorm(4, act=gelu, affine=false)(16 x 16 x 4 x 32)/forward/GPU/CUDA |
227362 ns |
231440.5 ns |
0.98 |
layernorm(4, act=gelu, affine=false)(16 x 16 x 4 x 32)/forward/GPU/oneAPI |
7656672 ns |
7899776.5 ns |
0.97 |
layernorm(4, act=gelu, affine=false)(16 x 16 x 4 x 32)/forward/GPU/Metal |
650375 ns |
1048666.5 ns |
0.62 |
layernorm(4, act=gelu, affine=false)(16 x 16 x 4 x 32)/forward/GPU/AMDGPU |
275572 ns |
278713 ns |
0.99 |
layernorm(4, act=gelu, affine=false)(16 x 16 x 4 x 32)/zygote/CPU/2 thread(s) |
537562 ns |
531667 ns |
1.01 |
layernorm(4, act=gelu, affine=false)(16 x 16 x 4 x 32)/zygote/CPU/4 thread(s) |
532667 ns |
537916 ns |
0.99 |
layernorm(4, act=gelu, affine=false)(16 x 16 x 4 x 32)/zygote/CPU/8 thread(s) |
535625 ns |
559833 ns |
0.96 |
layernorm(4, act=gelu, affine=false)(16 x 16 x 4 x 32)/zygote/CPU/1 thread(s) |
542458 ns |
535042 ns |
1.01 |
layernorm(4, act=gelu, affine=false)(16 x 16 x 4 x 32)/zygote/GPU/CUDA |
1070334 ns |
1077983 ns |
0.99 |
layernorm(4, act=gelu, affine=false)(16 x 16 x 4 x 32)/zygote/GPU/oneAPI |
44223125 ns |
46672590 ns |
0.95 |
layernorm(4, act=gelu, affine=false)(16 x 16 x 4 x 32)/zygote/GPU/Metal |
6462771 ns |
6185542 ns |
1.04 |
layernorm(4, act=gelu, affine=false)(16 x 16 x 4 x 32)/zygote/GPU/AMDGPU |
869258 ns |
867079 ns |
1.00 |
groupnorm(4, act=identity, affine=true)(16 x 16 x 4 x 32)/forward/CPU/2 thread(s) |
19500 ns |
21000 ns |
0.93 |
groupnorm(4, act=identity, affine=true)(16 x 16 x 4 x 32)/forward/CPU/4 thread(s) |
19958 ns |
19792 ns |
1.01 |
groupnorm(4, act=identity, affine=true)(16 x 16 x 4 x 32)/forward/CPU/8 thread(s) |
23375 ns |
21333.5 ns |
1.10 |
groupnorm(4, act=identity, affine=true)(16 x 16 x 4 x 32)/forward/CPU/1 thread(s) |
19958 ns |
20125 ns |
0.99 |
groupnorm(4, act=identity, affine=true)(16 x 16 x 4 x 32)/forward/GPU/CUDA |
112543.5 ns |
115430.5 ns |
0.97 |
groupnorm(4, act=identity, affine=true)(16 x 16 x 4 x 32)/forward/GPU/oneAPI |
3491900 ns |
3543630 ns |
0.99 |
groupnorm(4, act=identity, affine=true)(16 x 16 x 4 x 32)/forward/GPU/Metal |
1414625 ns |
1426729 ns |
0.99 |
groupnorm(4, act=identity, affine=true)(16 x 16 x 4 x 32)/forward/GPU/AMDGPU |
77381 ns |
77991 ns |
0.99 |
groupnorm(4, act=identity, affine=true)(16 x 16 x 4 x 32)/zygote/CPU/2 thread(s) |
213208 ns |
212667 ns |
1.00 |
groupnorm(4, act=identity, affine=true)(16 x 16 x 4 x 32)/zygote/CPU/4 thread(s) |
213479 ns |
214292 ns |
1.00 |
groupnorm(4, act=identity, affine=true)(16 x 16 x 4 x 32)/zygote/CPU/8 thread(s) |
215042 ns |
213916 ns |
1.01 |
groupnorm(4, act=identity, affine=true)(16 x 16 x 4 x 32)/zygote/CPU/1 thread(s) |
214958 ns |
219958 ns |
0.98 |
groupnorm(4, act=identity, affine=true)(16 x 16 x 4 x 32)/zygote/GPU/CUDA |
750498 ns |
758463 ns |
0.99 |
groupnorm(4, act=identity, affine=true)(16 x 16 x 4 x 32)/zygote/GPU/oneAPI |
24681158 ns |
25339852 ns |
0.97 |
groupnorm(4, act=identity, affine=true)(16 x 16 x 4 x 32)/zygote/GPU/Metal |
7223895.5 ns |
7150812.5 ns |
1.01 |
groupnorm(4, act=identity, affine=true)(16 x 16 x 4 x 32)/zygote/GPU/AMDGPU |
544035 ns |
549146 ns |
0.99 |
layernorm(2, act=identity, affine=false)(32 x 32)/forward/CPU/2 thread(s) |
6417 ns |
6666 ns |
0.96 |
layernorm(2, act=identity, affine=false)(32 x 32)/forward/CPU/4 thread(s) |
6875 ns |
7000.5 ns |
0.98 |
layernorm(2, act=identity, affine=false)(32 x 32)/forward/CPU/8 thread(s) |
8292 ns |
8374.5 ns |
0.99 |
layernorm(2, act=identity, affine=false)(32 x 32)/forward/CPU/1 thread(s) |
6500 ns |
6396 ns |
1.02 |
layernorm(2, act=identity, affine=false)(32 x 32)/forward/GPU/CUDA |
138363 ns |
144368 ns |
0.96 |
layernorm(2, act=identity, affine=false)(32 x 32)/forward/GPU/oneAPI |
5558527 ns |
5600145 ns |
0.99 |
layernorm(2, act=identity, affine=false)(32 x 32)/forward/GPU/Metal |
777187 ns |
781083 ns |
1.00 |
layernorm(2, act=identity, affine=false)(32 x 32)/forward/GPU/AMDGPU |
69061 ns |
69300 ns |
1.00 |
layernorm(2, act=identity, affine=false)(32 x 32)/zygote/CPU/2 thread(s) |
10375 ns |
10917 ns |
0.95 |
layernorm(2, act=identity, affine=false)(32 x 32)/zygote/CPU/4 thread(s) |
10291 ns |
10041.5 ns |
1.02 |
layernorm(2, act=identity, affine=false)(32 x 32)/zygote/CPU/8 thread(s) |
10708.5 ns |
10791 ns |
0.99 |
layernorm(2, act=identity, affine=false)(32 x 32)/zygote/CPU/1 thread(s) |
9709 ns |
11250.5 ns |
0.86 |
layernorm(2, act=identity, affine=false)(32 x 32)/zygote/GPU/CUDA |
819633 ns |
829126 ns |
0.99 |
layernorm(2, act=identity, affine=false)(32 x 32)/zygote/GPU/oneAPI |
39220243 ns |
38035335 ns |
1.03 |
layernorm(2, act=identity, affine=false)(32 x 32)/zygote/GPU/Metal |
5518708 ns |
5400125 ns |
1.02 |
layernorm(2, act=identity, affine=false)(32 x 32)/zygote/GPU/AMDGPU |
385803 ns |
389489 ns |
0.99 |
layernorm(2, act=relu, affine=false)(4 x 32)/forward/CPU/2 thread(s) |
5958 ns |
6333 ns |
0.94 |
layernorm(2, act=relu, affine=false)(4 x 32)/forward/CPU/4 thread(s) |
4875 ns |
5291 ns |
0.92 |
layernorm(2, act=relu, affine=false)(4 x 32)/forward/CPU/8 thread(s) |
6917 ns |
7042 ns |
0.98 |
layernorm(2, act=relu, affine=false)(4 x 32)/forward/CPU/1 thread(s) |
4729.5 ns |
4562.5 ns |
1.04 |
layernorm(2, act=relu, affine=false)(4 x 32)/forward/GPU/CUDA |
142280 ns |
146644 ns |
0.97 |
layernorm(2, act=relu, affine=false)(4 x 32)/forward/GPU/oneAPI |
5842056.5 ns |
5614464 ns |
1.04 |
layernorm(2, act=relu, affine=false)(4 x 32)/forward/GPU/Metal |
769459 ns |
767750 ns |
1.00 |
layernorm(2, act=relu, affine=false)(4 x 32)/forward/GPU/AMDGPU |
59561 ns |
60400 ns |
0.99 |
layernorm(2, act=relu, affine=false)(4 x 32)/zygote/CPU/2 thread(s) |
7209 ns |
7583 ns |
0.95 |
layernorm(2, act=relu, affine=false)(4 x 32)/zygote/CPU/4 thread(s) |
7666 ns |
7750 ns |
0.99 |
layernorm(2, act=relu, affine=false)(4 x 32)/zygote/CPU/8 thread(s) |
7917 ns |
7625 ns |
1.04 |
layernorm(2, act=relu, affine=false)(4 x 32)/zygote/CPU/1 thread(s) |
7583 ns |
8625 ns |
0.88 |
layernorm(2, act=relu, affine=false)(4 x 32)/zygote/GPU/CUDA |
778165 ns |
788273 ns |
0.99 |
layernorm(2, act=relu, affine=false)(4 x 32)/zygote/GPU/oneAPI |
39496840.5 ns |
39532384.5 ns |
1.00 |
layernorm(2, act=relu, affine=false)(4 x 32)/zygote/GPU/Metal |
5854688 ns |
5788792 ns |
1.01 |
layernorm(2, act=relu, affine=false)(4 x 32)/zygote/GPU/AMDGPU |
404144 ns |
390144 ns |
1.04 |
batchedmm(128, Bsize=512)/forward/CPU/2 thread(s) |
14575750 ns |
14512959 ns |
1.00 |
batchedmm(128, Bsize=512)/forward/CPU/4 thread(s) |
7731500 ns |
7746083 ns |
1.00 |
batchedmm(128, Bsize=512)/forward/CPU/8 thread(s) |
7698583 ns |
7719437.5 ns |
1.00 |
batchedmm(128, Bsize=512)/forward/CPU/1 thread(s) |
27811541 ns |
27824167 ns |
1.00 |
batchedmm(128, Bsize=512)/forward/GPU/CUDA |
535283 ns |
532712 ns |
1.00 |
batchedmm(128, Bsize=512)/forward/GPU/AMDGPU |
407233 ns |
405110 ns |
1.01 |
batchedmm(128, Bsize=512)/zygote/CPU/2 thread(s) |
46519437 ns |
46254125 ns |
1.01 |
batchedmm(128, Bsize=512)/zygote/CPU/4 thread(s) |
26552479.5 ns |
26514813 ns |
1.00 |
batchedmm(128, Bsize=512)/zygote/CPU/8 thread(s) |
26436334 ns |
26596375 ns |
0.99 |
batchedmm(128, Bsize=512)/zygote/CPU/1 thread(s) |
85626334 ns |
85595417 ns |
1.00 |
batchedmm(128, Bsize=512)/zygote/GPU/CUDA |
2913979.5 ns |
2648732 ns |
1.10 |
batchedmm(128, Bsize=512)/zygote/GPU/AMDGPU |
3300841 ns |
3291677 ns |
1.00 |
groupnorm(4, act=gelu, affine=true)(16 x 16 x 4 x 32)/forward/CPU/2 thread(s) |
66500 ns |
69916 ns |
0.95 |
groupnorm(4, act=gelu, affine=true)(16 x 16 x 4 x 32)/forward/CPU/4 thread(s) |
66709 ns |
66666.5 ns |
1.00 |
groupnorm(4, act=gelu, affine=true)(16 x 16 x 4 x 32)/forward/CPU/8 thread(s) |
68312.5 ns |
67604 ns |
1.01 |
groupnorm(4, act=gelu, affine=true)(16 x 16 x 4 x 32)/forward/CPU/1 thread(s) |
67500 ns |
69812.5 ns |
0.97 |
groupnorm(4, act=gelu, affine=true)(16 x 16 x 4 x 32)/forward/GPU/CUDA |
105648 ns |
119643.5 ns |
0.88 |
groupnorm(4, act=gelu, affine=true)(16 x 16 x 4 x 32)/forward/GPU/oneAPI |
3451369.5 ns |
3502655.5 ns |
0.99 |
groupnorm(4, act=gelu, affine=true)(16 x 16 x 4 x 32)/forward/GPU/Metal |
1470250.5 ns |
1447479.5 ns |
1.02 |
groupnorm(4, act=gelu, affine=true)(16 x 16 x 4 x 32)/forward/GPU/AMDGPU |
234332 ns |
236773 ns |
0.99 |
groupnorm(4, act=gelu, affine=true)(16 x 16 x 4 x 32)/zygote/CPU/2 thread(s) |
440250 ns |
480313 ns |
0.92 |
groupnorm(4, act=gelu, affine=true)(16 x 16 x 4 x 32)/zygote/CPU/4 thread(s) |
441125 ns |
447125 ns |
0.99 |
groupnorm(4, act=gelu, affine=true)(16 x 16 x 4 x 32)/zygote/CPU/8 thread(s) |
445625 ns |
447937.5 ns |
0.99 |
groupnorm(4, act=gelu, affine=true)(16 x 16 x 4 x 32)/zygote/CPU/1 thread(s) |
442624.5 ns |
444459 ns |
1.00 |
groupnorm(4, act=gelu, affine=true)(16 x 16 x 4 x 32)/zygote/GPU/CUDA |
729654 ns |
735182 ns |
0.99 |
groupnorm(4, act=gelu, affine=true)(16 x 16 x 4 x 32)/zygote/GPU/oneAPI |
26852660 ns |
27836501.5 ns |
0.96 |
groupnorm(4, act=gelu, affine=true)(16 x 16 x 4 x 32)/zygote/GPU/Metal |
7754417 ns |
7344541.5 ns |
1.06 |
groupnorm(4, act=gelu, affine=true)(16 x 16 x 4 x 32)/zygote/GPU/AMDGPU |
803477.5 ns |
795239 ns |
1.01 |
batchnorm(2, act=relu, affine=false)(32 x 32)/forward/CPU/2 thread(s) |
542 ns |
500 ns |
1.08 |
batchnorm(2, act=relu, affine=false)(32 x 32)/forward/CPU/4 thread(s) |
583 ns |
500 ns |
1.17 |
batchnorm(2, act=relu, affine=false)(32 x 32)/forward/CPU/8 thread(s) |
625 ns |
625 ns |
1 |
batchnorm(2, act=relu, affine=false)(32 x 32)/forward/CPU/1 thread(s) |
500 ns |
625 ns |
0.80 |
batchnorm(2, act=relu, affine=false)(32 x 32)/forward/GPU/CUDA |
32133 ns |
32854 ns |
0.98 |
batchnorm(2, act=relu, affine=false)(32 x 32)/forward/GPU/oneAPI |
1168342.5 ns |
1222475 ns |
0.96 |
batchnorm(2, act=relu, affine=false)(32 x 32)/forward/GPU/Metal |
351479 ns |
464063 ns |
0.76 |
batchnorm(2, act=relu, affine=false)(32 x 32)/forward/GPU/AMDGPU |
49250 ns |
50950 ns |
0.97 |
batchnorm(2, act=relu, affine=false)(32 x 32)/zygote/CPU/2 thread(s) |
8875 ns |
8250 ns |
1.08 |
batchnorm(2, act=relu, affine=false)(32 x 32)/zygote/CPU/4 thread(s) |
9271 ns |
8687.5 ns |
1.07 |
batchnorm(2, act=relu, affine=false)(32 x 32)/zygote/CPU/8 thread(s) |
8667 ns |
9646 ns |
0.90 |
batchnorm(2, act=relu, affine=false)(32 x 32)/zygote/CPU/1 thread(s) |
9083 ns |
15771 ns |
0.58 |
batchnorm(2, act=relu, affine=false)(32 x 32)/zygote/GPU/CUDA |
283467 ns |
289332 ns |
0.98 |
batchnorm(2, act=relu, affine=false)(32 x 32)/zygote/GPU/oneAPI |
22237807 ns |
22396972 ns |
0.99 |
batchnorm(2, act=relu, affine=false)(32 x 32)/zygote/GPU/Metal |
5030812.5 ns |
5647520.5 ns |
0.89 |
batchnorm(2, act=relu, affine=false)(32 x 32)/zygote/GPU/AMDGPU |
384844 ns |
389255 ns |
0.99 |
dense(32, bias=false, act=gelu)(32 x 128)/forward/CPU/2 thread(s) |
9834 ns |
9792 ns |
1.00 |
dense(32, bias=false, act=gelu)(32 x 128)/forward/CPU/4 thread(s) |
9834 ns |
9875 ns |
1.00 |
dense(32, bias=false, act=gelu)(32 x 128)/forward/CPU/8 thread(s) |
9875 ns |
9875 ns |
1 |
dense(32, bias=false, act=gelu)(32 x 128)/forward/CPU/1 thread(s) |
9834 ns |
9791 ns |
1.00 |
dense(32, bias=false, act=gelu)(32 x 128)/forward/GPU/CUDA |
23024 ns |
23549 ns |
0.98 |
dense(32, bias=false, act=gelu)(32 x 128)/forward/GPU/oneAPI |
2093062 ns |
2127803 ns |
0.98 |
dense(32, bias=false, act=gelu)(32 x 128)/forward/GPU/Metal |
223166 ns |
223688 ns |
1.00 |
dense(32, bias=false, act=gelu)(32 x 128)/forward/GPU/AMDGPU |
216402 ns |
215812 ns |
1.00 |
dense(32, bias=false, act=gelu)(32 x 128)/zygote/CPU/2 thread(s) |
45750 ns |
45583 ns |
1.00 |
dense(32, bias=false, act=gelu)(32 x 128)/zygote/CPU/4 thread(s) |
45583 ns |
45833 ns |
0.99 |
dense(32, bias=false, act=gelu)(32 x 128)/zygote/CPU/8 thread(s) |
46000 ns |
45834 ns |
1.00 |
dense(32, bias=false, act=gelu)(32 x 128)/zygote/CPU/1 thread(s) |
45750 ns |
45792 ns |
1.00 |
dense(32, bias=false, act=gelu)(32 x 128)/zygote/GPU/CUDA |
285399.5 ns |
292557 ns |
0.98 |
dense(32, bias=false, act=gelu)(32 x 128)/zygote/GPU/oneAPI |
9799339 ns |
11637949 ns |
0.84 |
dense(32, bias=false, act=gelu)(32 x 128)/zygote/GPU/Metal |
968750 ns |
1005416 ns |
0.96 |
dense(32, bias=false, act=gelu)(32 x 128)/zygote/GPU/AMDGPU |
625876 ns |
620161.5 ns |
1.01 |
batchnorm(4, act=gelu, affine=true)(16 x 16 x 4 x 32)/forward/CPU/2 thread(s) |
56250 ns |
56250 ns |
1 |
batchnorm(4, act=gelu, affine=true)(16 x 16 x 4 x 32)/forward/CPU/4 thread(s) |
56458 ns |
56375 ns |
1.00 |
batchnorm(4, act=gelu, affine=true)(16 x 16 x 4 x 32)/forward/CPU/8 thread(s) |
56459 ns |
56458 ns |
1.00 |
batchnorm(4, act=gelu, affine=true)(16 x 16 x 4 x 32)/forward/CPU/1 thread(s) |
57917 ns |
57750 ns |
1.00 |
batchnorm(4, act=gelu, affine=true)(16 x 16 x 4 x 32)/forward/GPU/CUDA |
28644 ns |
29238.5 ns |
0.98 |
batchnorm(4, act=gelu, affine=true)(16 x 16 x 4 x 32)/forward/GPU/oneAPI |
1187526 ns |
1197390 ns |
0.99 |
batchnorm(4, act=gelu, affine=true)(16 x 16 x 4 x 32)/forward/GPU/Metal |
631292 ns |
658208 ns |
0.96 |
batchnorm(4, act=gelu, affine=true)(16 x 16 x 4 x 32)/forward/GPU/AMDGPU |
205262 ns |
204172 ns |
1.01 |
batchnorm(4, act=gelu, affine=true)(16 x 16 x 4 x 32)/zygote/CPU/2 thread(s) |
459458 ns |
451791.5 ns |
1.02 |
batchnorm(4, act=gelu, affine=true)(16 x 16 x 4 x 32)/zygote/CPU/4 thread(s) |
465375 ns |
471500 ns |
0.99 |
batchnorm(4, act=gelu, affine=true)(16 x 16 x 4 x 32)/zygote/CPU/8 thread(s) |
497666.5 ns |
468000 ns |
1.06 |
batchnorm(4, act=gelu, affine=true)(16 x 16 x 4 x 32)/zygote/CPU/1 thread(s) |
476896 ns |
441791.5 ns |
1.08 |
batchnorm(4, act=gelu, affine=true)(16 x 16 x 4 x 32)/zygote/GPU/CUDA |
243906 ns |
250364.5 ns |
0.97 |
batchnorm(4, act=gelu, affine=true)(16 x 16 x 4 x 32)/zygote/GPU/oneAPI |
33120338 ns |
32745444 ns |
1.01 |
batchnorm(4, act=gelu, affine=true)(16 x 16 x 4 x 32)/zygote/GPU/Metal |
9379625 ns |
10042062.5 ns |
0.93 |
batchnorm(4, act=gelu, affine=true)(16 x 16 x 4 x 32)/zygote/GPU/AMDGPU |
852638 ns |
848179.5 ns |
1.01 |
layernorm(4, act=identity, affine=true)(16 x 16 x 32 x 32)/forward/CPU/2 thread(s) |
586000 ns |
581125.5 ns |
1.01 |
layernorm(4, act=identity, affine=true)(16 x 16 x 32 x 32)/forward/CPU/4 thread(s) |
645146 ns |
649645.5 ns |
0.99 |
layernorm(4, act=identity, affine=true)(16 x 16 x 32 x 32)/forward/CPU/8 thread(s) |
591042 ns |
657583 ns |
0.90 |
layernorm(4, act=identity, affine=true)(16 x 16 x 32 x 32)/forward/CPU/1 thread(s) |
660999.5 ns |
614250 ns |
1.08 |
layernorm(4, act=identity, affine=true)(16 x 16 x 32 x 32)/forward/GPU/CUDA |
206101 ns |
209963 ns |
0.98 |
layernorm(4, act=identity, affine=true)(16 x 16 x 32 x 32)/forward/GPU/oneAPI |
8668014 ns |
8555661.5 ns |
1.01 |
layernorm(4, act=identity, affine=true)(16 x 16 x 32 x 32)/forward/GPU/Metal |
1370250 ns |
1375959 ns |
1.00 |
layernorm(4, act=identity, affine=true)(16 x 16 x 32 x 32)/forward/GPU/AMDGPU |
238977 ns |
264153 ns |
0.90 |
layernorm(4, act=identity, affine=true)(16 x 16 x 32 x 32)/zygote/CPU/2 thread(s) |
2245208 ns |
2243542 ns |
1.00 |
layernorm(4, act=identity, affine=true)(16 x 16 x 32 x 32)/zygote/CPU/4 thread(s) |
2238291.5 ns |
2233479 ns |
1.00 |
layernorm(4, act=identity, affine=true)(16 x 16 x 32 x 32)/zygote/CPU/8 thread(s) |
2233812.5 ns |
2247312 ns |
0.99 |
layernorm(4, act=identity, affine=true)(16 x 16 x 32 x 32)/zygote/CPU/1 thread(s) |
2238042 ns |
2249041 ns |
1.00 |
layernorm(4, act=identity, affine=true)(16 x 16 x 32 x 32)/zygote/GPU/CUDA |
956767.5 ns |
981693 ns |
0.97 |
layernorm(4, act=identity, affine=true)(16 x 16 x 32 x 32)/zygote/GPU/oneAPI |
48728968 ns |
47646947 ns |
1.02 |
layernorm(4, act=identity, affine=true)(16 x 16 x 32 x 32)/zygote/GPU/Metal |
7240916.5 ns |
7438458 ns |
0.97 |
layernorm(4, act=identity, affine=true)(16 x 16 x 32 x 32)/zygote/GPU/AMDGPU |
1384018 ns |
1260099 ns |
1.10 |
groupnorm(4, act=relu, affine=true)(16 x 16 x 4 x 32)/forward/CPU/2 thread(s) |
19458 ns |
25000 ns |
0.78 |
groupnorm(4, act=relu, affine=true)(16 x 16 x 4 x 32)/forward/CPU/4 thread(s) |
19687.5 ns |
19625.5 ns |
1.00 |
groupnorm(4, act=relu, affine=true)(16 x 16 x 4 x 32)/forward/CPU/8 thread(s) |
22667 ns |
21959 ns |
1.03 |
groupnorm(4, act=relu, affine=true)(16 x 16 x 4 x 32)/forward/CPU/1 thread(s) |
31250 ns |
19167 ns |
1.63 |
groupnorm(4, act=relu, affine=true)(16 x 16 x 4 x 32)/forward/GPU/CUDA |
111255 ns |
114255 ns |
0.97 |
groupnorm(4, act=relu, affine=true)(16 x 16 x 4 x 32)/forward/GPU/oneAPI |
3455101.5 ns |
3641620.5 ns |
0.95 |
groupnorm(4, act=relu, affine=true)(16 x 16 x 4 x 32)/forward/GPU/Metal |
1420333.5 ns |
1425646 ns |
1.00 |
groupnorm(4, act=relu, affine=true)(16 x 16 x 4 x 32)/forward/GPU/AMDGPU |
78081 ns |
82081 ns |
0.95 |
groupnorm(4, act=relu, affine=true)(16 x 16 x 4 x 32)/zygote/CPU/2 thread(s) |
225333 ns |
256541.5 ns |
0.88 |
groupnorm(4, act=relu, affine=true)(16 x 16 x 4 x 32)/zygote/CPU/4 thread(s) |
221583 ns |
220250 ns |
1.01 |
groupnorm(4, act=relu, affine=true)(16 x 16 x 4 x 32)/zygote/CPU/8 thread(s) |
228792 ns |
221687.5 ns |
1.03 |
groupnorm(4, act=relu, affine=true)(16 x 16 x 4 x 32)/zygote/CPU/1 thread(s) |
232292 ns |
221750 ns |
1.05 |
groupnorm(4, act=relu, affine=true)(16 x 16 x 4 x 32)/zygote/GPU/CUDA |
721610 ns |
733642 ns |
0.98 |
groupnorm(4, act=relu, affine=true)(16 x 16 x 4 x 32)/zygote/GPU/oneAPI |
25857434.5 ns |
27659496.5 ns |
0.93 |
groupnorm(4, act=relu, affine=true)(16 x 16 x 4 x 32)/zygote/GPU/Metal |
7765792 ns |
7468958 ns |
1.04 |
groupnorm(4, act=relu, affine=true)(16 x 16 x 4 x 32)/zygote/GPU/AMDGPU |
566570 ns |
559661.5 ns |
1.01 |
batchnorm(2, act=relu, affine=true)(32 x 32)/forward/CPU/2 thread(s) |
500 ns |
541 ns |
0.92 |
batchnorm(2, act=relu, affine=true)(32 x 32)/forward/CPU/4 thread(s) |
583 ns |
584 ns |
1.00 |
batchnorm(2, act=relu, affine=true)(32 x 32)/forward/CPU/8 thread(s) |
625 ns |
583 ns |
1.07 |
batchnorm(2, act=relu, affine=true)(32 x 32)/forward/CPU/1 thread(s) |
583 ns |
542 ns |
1.08 |
batchnorm(2, act=relu, affine=true)(32 x 32)/forward/GPU/CUDA |
22767 ns |
23294 ns |
0.98 |
batchnorm(2, act=relu, affine=true)(32 x 32)/forward/GPU/oneAPI |
1215266.5 ns |
1199626 ns |
1.01 |
batchnorm(2, act=relu, affine=true)(32 x 32)/forward/GPU/Metal |
452375 ns |
380395.5 ns |
1.19 |
batchnorm(2, act=relu, affine=true)(32 x 32)/forward/GPU/AMDGPU |
52441 ns |
50321 ns |
1.04 |
batchnorm(2, act=relu, affine=true)(32 x 32)/zygote/CPU/2 thread(s) |
9500 ns |
9083.5 ns |
1.05 |
batchnorm(2, act=relu, affine=true)(32 x 32)/zygote/CPU/4 thread(s) |
10271 ns |
10167 ns |
1.01 |
batchnorm(2, act=relu, affine=true)(32 x 32)/zygote/CPU/8 thread(s) |
10625 ns |
10271 ns |
1.03 |
batchnorm(2, act=relu, affine=true)(32 x 32)/zygote/CPU/1 thread(s) |
9875 ns |
11333 ns |
0.87 |
batchnorm(2, act=relu, affine=true)(32 x 32)/zygote/GPU/CUDA |
265487 ns |
269037 ns |
0.99 |
batchnorm(2, act=relu, affine=true)(32 x 32)/zygote/GPU/oneAPI |
25062592 ns |
25065409.5 ns |
1.00 |
batchnorm(2, act=relu, affine=true)(32 x 32)/zygote/GPU/Metal |
6018666 ns |
5606334 ns |
1.07 |
batchnorm(2, act=relu, affine=true)(32 x 32)/zygote/GPU/AMDGPU |
420344 ns |
414904 ns |
1.01 |
groupnorm(2, act=identity, affine=false)(4 x 32)/forward/CPU/2 thread(s) |
10500 ns |
8583 ns |
1.22 |
groupnorm(2, act=identity, affine=false)(4 x 32)/forward/CPU/4 thread(s) |
8062.5 ns |
8458 ns |
0.95 |
groupnorm(2, act=identity, affine=false)(4 x 32)/forward/CPU/8 thread(s) |
10292 ns |
10458 ns |
0.98 |
groupnorm(2, act=identity, affine=false)(4 x 32)/forward/CPU/1 thread(s) |
9042 ns |
7625 ns |
1.19 |
groupnorm(2, act=identity, affine=false)(4 x 32)/forward/GPU/CUDA |
118808 ns |
121505 ns |
0.98 |
groupnorm(2, act=identity, affine=false)(4 x 32)/forward/GPU/oneAPI |
3418649 ns |
3438400 ns |
0.99 |
groupnorm(2, act=identity, affine=false)(4 x 32)/forward/GPU/Metal |
885187.5 ns |
884250 ns |
1.00 |
groupnorm(2, act=identity, affine=false)(4 x 32)/forward/GPU/AMDGPU |
71665.5 ns |
69061 ns |
1.04 |
groupnorm(2, act=identity, affine=false)(4 x 32)/zygote/CPU/2 thread(s) |
7542 ns |
7333.5 ns |
1.03 |
groupnorm(2, act=identity, affine=false)(4 x 32)/zygote/CPU/4 thread(s) |
7875 ns |
7542 ns |
1.04 |
groupnorm(2, act=identity, affine=false)(4 x 32)/zygote/CPU/8 thread(s) |
7833 ns |
7916.5 ns |
0.99 |
groupnorm(2, act=identity, affine=false)(4 x 32)/zygote/CPU/1 thread(s) |
7417 ns |
8000 ns |
0.93 |
groupnorm(2, act=identity, affine=false)(4 x 32)/zygote/GPU/CUDA |
505134.5 ns |
512016 ns |
0.99 |
groupnorm(2, act=identity, affine=false)(4 x 32)/zygote/GPU/oneAPI |
17565081 ns |
18614285.5 ns |
0.94 |
groupnorm(2, act=identity, affine=false)(4 x 32)/zygote/GPU/Metal |
4294625 ns |
4265271 ns |
1.01 |
groupnorm(2, act=identity, affine=false)(4 x 32)/zygote/GPU/AMDGPU |
329113 ns |
331073.5 ns |
0.99 |
bias_activation(2, act=gelu)(2 x 128)/forward/CPU/2 thread(s) |
1541 ns |
1334 ns |
1.16 |
bias_activation(2, act=gelu)(2 x 128)/forward/CPU/4 thread(s) |
1708 ns |
1625 ns |
1.05 |
bias_activation(2, act=gelu)(2 x 128)/forward/CPU/8 thread(s) |
1895.5 ns |
2000 ns |
0.95 |
bias_activation(2, act=gelu)(2 x 128)/forward/CPU/1 thread(s) |
1375 ns |
1458 ns |
0.94 |
bias_activation(2, act=gelu)(2 x 128)/forward/GPU/CUDA |
21715 ns |
20878 ns |
1.04 |
bias_activation(2, act=gelu)(2 x 128)/forward/GPU/oneAPI |
1184887 ns |
1144746 ns |
1.04 |
bias_activation(2, act=gelu)(2 x 128)/forward/GPU/Metal |
308875 ns |
305042 ns |
1.01 |
bias_activation(2, act=gelu)(2 x 128)/forward/GPU/AMDGPU |
187651 ns |
191532 ns |
0.98 |
bias_activation(2, act=gelu)(2 x 128)/zygote/CPU/2 thread(s) |
3375 ns |
3375 ns |
1 |
bias_activation(2, act=gelu)(2 x 128)/zygote/CPU/4 thread(s) |
3375 ns |
3375 ns |
1 |
bias_activation(2, act=gelu)(2 x 128)/zygote/CPU/8 thread(s) |
3542 ns |
3708.5 ns |
0.96 |
bias_activation(2, act=gelu)(2 x 128)/zygote/CPU/1 thread(s) |
3291 ns |
3458 ns |
0.95 |
bias_activation(2, act=gelu)(2 x 128)/zygote/GPU/CUDA |
219260 ns |
220885.5 ns |
0.99 |
bias_activation(2, act=gelu)(2 x 128)/zygote/GPU/oneAPI |
10744223.5 ns |
10272002 ns |
1.05 |
bias_activation(2, act=gelu)(2 x 128)/zygote/GPU/Metal |
1724187.5 ns |
1658437.5 ns |
1.04 |
bias_activation(2, act=gelu)(2 x 128)/zygote/GPU/AMDGPU |
593095 ns |
594146 ns |
1.00 |
bias_activation(512, act=tanh)(512 x 128)/forward/CPU/2 thread(s) |
148145.5 ns |
149042 ns |
0.99 |
bias_activation(512, act=tanh)(512 x 128)/forward/CPU/4 thread(s) |
106334 ns |
106104 ns |
1.00 |
bias_activation(512, act=tanh)(512 x 128)/forward/CPU/8 thread(s) |
107187.5 ns |
107459 ns |
1.00 |
bias_activation(512, act=tanh)(512 x 128)/forward/CPU/1 thread(s) |
233354 ns |
225625 ns |
1.03 |
bias_activation(512, act=tanh)(512 x 128)/forward/GPU/CUDA |
23884 ns |
24697 ns |
0.97 |
bias_activation(512, act=tanh)(512 x 128)/forward/GPU/oneAPI |
1182223 ns |
1197055 ns |
0.99 |
bias_activation(512, act=tanh)(512 x 128)/forward/GPU/Metal |
300000 ns |
300625 ns |
1.00 |
bias_activation(512, act=tanh)(512 x 128)/forward/GPU/AMDGPU |
36950 ns |
38181 ns |
0.97 |
bias_activation(512, act=tanh)(512 x 128)/zygote/CPU/2 thread(s) |
144520.5 ns |
144084 ns |
1.00 |
bias_activation(512, act=tanh)(512 x 128)/zygote/CPU/4 thread(s) |
87687 ns |
100709 ns |
0.87 |
bias_activation(512, act=tanh)(512 x 128)/zygote/CPU/8 thread(s) |
87792 ns |
87937.5 ns |
1.00 |
bias_activation(512, act=tanh)(512 x 128)/zygote/CPU/1 thread(s) |
251833 ns |
263895.5 ns |
0.95 |
bias_activation(512, act=tanh)(512 x 128)/zygote/GPU/CUDA |
216029 ns |
219366 ns |
0.98 |
bias_activation(512, act=tanh)(512 x 128)/zygote/GPU/oneAPI |
10660743 ns |
11143376 ns |
0.96 |
bias_activation(512, act=tanh)(512 x 128)/zygote/GPU/Metal |
2107666.5 ns |
2064125 ns |
1.02 |
bias_activation(512, act=tanh)(512 x 128)/zygote/GPU/AMDGPU |
239532 ns |
226117.5 ns |
1.06 |
batchnorm(4, act=relu, affine=false)(16 x 16 x 4 x 32)/forward/CPU/2 thread(s) |
7250 ns |
7167 ns |
1.01 |
batchnorm(4, act=relu, affine=false)(16 x 16 x 4 x 32)/forward/CPU/4 thread(s) |
5292 ns |
5333 ns |
0.99 |
batchnorm(4, act=relu, affine=false)(16 x 16 x 4 x 32)/forward/CPU/8 thread(s) |
5334 ns |
5334 ns |
1 |
batchnorm(4, act=relu, affine=false)(16 x 16 x 4 x 32)/forward/CPU/1 thread(s) |
10167 ns |
10292 ns |
0.99 |
batchnorm(4, act=relu, affine=false)(16 x 16 x 4 x 32)/forward/GPU/CUDA |
32714 ns |
33744 ns |
0.97 |
batchnorm(4, act=relu, affine=false)(16 x 16 x 4 x 32)/forward/GPU/oneAPI |
1156018.5 ns |
1208626.5 ns |
0.96 |
batchnorm(4, act=relu, affine=false)(16 x 16 x 4 x 32)/forward/GPU/Metal |
352875 ns |
394645.5 ns |
0.89 |
batchnorm(4, act=relu, affine=false)(16 x 16 x 4 x 32)/forward/GPU/AMDGPU |
53221 ns |
50650 ns |
1.05 |
batchnorm(4, act=relu, affine=false)(16 x 16 x 4 x 32)/zygote/CPU/2 thread(s) |
220062.5 ns |
220458.5 ns |
1.00 |
batchnorm(4, act=relu, affine=false)(16 x 16 x 4 x 32)/zygote/CPU/4 thread(s) |
228729.5 ns |
236458 ns |
0.97 |
batchnorm(4, act=relu, affine=false)(16 x 16 x 4 x 32)/zygote/CPU/8 thread(s) |
228833 ns |
229542 ns |
1.00 |
batchnorm(4, act=relu, affine=false)(16 x 16 x 4 x 32)/zygote/CPU/1 thread(s) |
224271 ns |
213437 ns |
1.05 |
batchnorm(4, act=relu, affine=false)(16 x 16 x 4 x 32)/zygote/GPU/CUDA |
260760 ns |
266362.5 ns |
0.98 |
batchnorm(4, act=relu, affine=false)(16 x 16 x 4 x 32)/zygote/GPU/oneAPI |
27980428 ns |
26810792 ns |
1.04 |
batchnorm(4, act=relu, affine=false)(16 x 16 x 4 x 32)/zygote/GPU/Metal |
8578229 ns |
8119062.5 ns |
1.06 |
batchnorm(4, act=relu, affine=false)(16 x 16 x 4 x 32)/zygote/GPU/AMDGPU |
534445 ns |
532916 ns |
1.00 |
layernorm(2, act=gelu, affine=false)(32 x 32)/forward/CPU/2 thread(s) |
14917 ns |
15250 ns |
0.98 |
layernorm(2, act=gelu, affine=false)(32 x 32)/forward/CPU/4 thread(s) |
15312.5 ns |
14812.5 ns |
1.03 |
layernorm(2, act=gelu, affine=false)(32 x 32)/forward/CPU/8 thread(s) |
16708 ns |
16792 ns |
0.99 |
layernorm(2, act=gelu, affine=false)(32 x 32)/forward/CPU/1 thread(s) |
14834 ns |
15292 ns |
0.97 |
layernorm(2, act=gelu, affine=false)(32 x 32)/forward/GPU/CUDA |
139169 ns |
142309 ns |
0.98 |
layernorm(2, act=gelu, affine=false)(32 x 32)/forward/GPU/oneAPI |
5708443 ns |
5521569 ns |
1.03 |
layernorm(2, act=gelu, affine=false)(32 x 32)/forward/GPU/Metal |
797834 ns |
788458 ns |
1.01 |
layernorm(2, act=gelu, affine=false)(32 x 32)/forward/GPU/AMDGPU |
241323 ns |
239123 ns |
1.01 |
layernorm(2, act=gelu, affine=false)(32 x 32)/zygote/CPU/2 thread(s) |
23646 ns |
23209 ns |
1.02 |
layernorm(2, act=gelu, affine=false)(32 x 32)/zygote/CPU/4 thread(s) |
23812 ns |
24208 ns |
0.98 |
layernorm(2, act=gelu, affine=false)(32 x 32)/zygote/CPU/8 thread(s) |
23958 ns |
24104.5 ns |
0.99 |
layernorm(2, act=gelu, affine=false)(32 x 32)/zygote/CPU/1 thread(s) |
23709 ns |
23500 ns |
1.01 |
layernorm(2, act=gelu, affine=false)(32 x 32)/zygote/GPU/CUDA |
860230 ns |
874682 ns |
0.98 |
layernorm(2, act=gelu, affine=false)(32 x 32)/zygote/GPU/oneAPI |
38347185 ns |
39249650.5 ns |
0.98 |
layernorm(2, act=gelu, affine=false)(32 x 32)/zygote/GPU/Metal |
5856625 ns |
5835021 ns |
1.00 |
layernorm(2, act=gelu, affine=false)(32 x 32)/zygote/GPU/AMDGPU |
700376.5 ns |
702463 ns |
1.00 |
groupnorm(2, act=identity, affine=true)(32 x 32)/forward/CPU/2 thread(s) |
8834 ns |
10062.5 ns |
0.88 |
groupnorm(2, act=identity, affine=true)(32 x 32)/forward/CPU/4 thread(s) |
9792 ns |
9792 ns |
1 |
groupnorm(2, act=identity, affine=true)(32 x 32)/forward/CPU/8 thread(s) |
11083 ns |
11375 ns |
0.97 |
groupnorm(2, act=identity, affine=true)(32 x 32)/forward/CPU/1 thread(s) |
8916 ns |
9250 ns |
0.96 |
groupnorm(2, act=identity, affine=true)(32 x 32)/forward/GPU/CUDA |
122964 ns |
124966.5 ns |
0.98 |
groupnorm(2, act=identity, affine=true)(32 x 32)/forward/GPU/oneAPI |
3472918 ns |
3573835 ns |
0.97 |
groupnorm(2, act=identity, affine=true)(32 x 32)/forward/GPU/Metal |
908125 ns |
826250 ns |
1.10 |
groupnorm(2, act=identity, affine=true)(32 x 32)/forward/GPU/AMDGPU |
74011 ns |
71705.5 ns |
1.03 |
groupnorm(2, act=identity, affine=true)(32 x 32)/zygote/CPU/2 thread(s) |
14500 ns |
13250 ns |
1.09 |
groupnorm(2, act=identity, affine=true)(32 x 32)/zygote/CPU/4 thread(s) |
14146 ns |
14021 ns |
1.01 |
groupnorm(2, act=identity, affine=true)(32 x 32)/zygote/CPU/8 thread(s) |
15354 ns |
14833 ns |
1.04 |
groupnorm(2, act=identity, affine=true)(32 x 32)/zygote/CPU/1 thread(s) |
14125 ns |
14250 ns |
0.99 |
groupnorm(2, act=identity, affine=true)(32 x 32)/zygote/GPU/CUDA |
660283 ns |
673097 ns |
0.98 |
groupnorm(2, act=identity, affine=true)(32 x 32)/zygote/GPU/oneAPI |
21362028 ns |
21882593 ns |
0.98 |
groupnorm(2, act=identity, affine=true)(32 x 32)/zygote/GPU/Metal |
5340833 ns |
5231334 ns |
1.02 |
groupnorm(2, act=identity, affine=true)(32 x 32)/zygote/GPU/AMDGPU |
375084 ns |
372554 ns |
1.01 |
groupnorm(2, act=identity, affine=false)(32 x 32)/forward/CPU/2 thread(s) |
9687.5 ns |
10083.5 ns |
0.96 |
groupnorm(2, act=identity, affine=false)(32 x 32)/forward/CPU/4 thread(s) |
10520.5 ns |
9333 ns |
1.13 |
groupnorm(2, act=identity, affine=false)(32 x 32)/forward/CPU/8 thread(s) |
11625 ns |
10917 ns |
1.06 |
groupnorm(2, act=identity, affine=false)(32 x 32)/forward/CPU/1 thread(s) |
9583 ns |
9791 ns |
0.98 |
groupnorm(2, act=identity, affine=false)(32 x 32)/forward/GPU/CUDA |
121557 ns |
124389 ns |
0.98 |
groupnorm(2, act=identity, affine=false)(32 x 32)/forward/GPU/oneAPI |
3413782 ns |
3411999.5 ns |
1.00 |
groupnorm(2, act=identity, affine=false)(32 x 32)/forward/GPU/Metal |
932500 ns |
932500 ns |
1 |
groupnorm(2, act=identity, affine=false)(32 x 32)/forward/GPU/AMDGPU |
71111 ns |
71241 ns |
1.00 |
groupnorm(2, act=identity, affine=false)(32 x 32)/zygote/CPU/2 thread(s) |
12791 ns |
12625 ns |
1.01 |
groupnorm(2, act=identity, affine=false)(32 x 32)/zygote/CPU/4 thread(s) |
12500 ns |
12625 ns |
0.99 |
groupnorm(2, act=identity, affine=false)(32 x 32)/zygote/CPU/8 thread(s) |
13708 ns |
13313 ns |
1.03 |
groupnorm(2, act=identity, affine=false)(32 x 32)/zygote/CPU/1 thread(s) |
12166 ns |
12375 ns |
0.98 |
groupnorm(2, act=identity, affine=false)(32 x 32)/zygote/GPU/CUDA |
548626 ns |
557333 ns |
0.98 |
groupnorm(2, act=identity, affine=false)(32 x 32)/zygote/GPU/oneAPI |
20221743.5 ns |
19402473 ns |
1.04 |
groupnorm(2, act=identity, affine=false)(32 x 32)/zygote/GPU/Metal |
4648729 ns |
4633542 ns |
1.00 |
groupnorm(2, act=identity, affine=false)(32 x 32)/zygote/GPU/AMDGPU |
350268.5 ns |
348154 ns |
1.01 |
batchedmm(2, Bsize=128)/forward/CPU/2 thread(s) |
29604.5 ns |
29708 ns |
1.00 |
batchedmm(2, Bsize=128)/forward/CPU/4 thread(s) |
31542 ns |
31750 ns |
0.99 |
batchedmm(2, Bsize=128)/forward/CPU/8 thread(s) |
30375 ns |
29667 ns |
1.02 |
batchedmm(2, Bsize=128)/forward/CPU/1 thread(s) |
1833 ns |
1834 ns |
1.00 |
batchedmm(2, Bsize=128)/forward/GPU/CUDA |
15946 ns |
16586 ns |
0.96 |
batchedmm(2, Bsize=128)/forward/GPU/AMDGPU |
74191 ns |
74511 ns |
1.00 |
batchedmm(2, Bsize=128)/zygote/CPU/2 thread(s) |
5125 ns |
5292 ns |
0.97 |
batchedmm(2, Bsize=128)/zygote/CPU/4 thread(s) |
4791.5 ns |
4542 ns |
1.05 |
batchedmm(2, Bsize=128)/zygote/CPU/8 thread(s) |
5291.5 ns |
5375 ns |
0.98 |
batchedmm(2, Bsize=128)/zygote/CPU/1 thread(s) |
6375 ns |
6667 ns |
0.96 |
batchedmm(2, Bsize=128)/zygote/GPU/CUDA |
138206 ns |
142234 ns |
0.97 |
batchedmm(2, Bsize=128)/zygote/GPU/AMDGPU |
374353 ns |
371734 ns |
1.01 |
batchnorm(2, act=identity, affine=true)(4 x 32)/forward/CPU/2 thread(s) |
291 ns |
292 ns |
1.00 |
batchnorm(2, act=identity, affine=true)(4 x 32)/forward/CPU/4 thread(s) |
375 ns |
292 ns |
1.28 |
batchnorm(2, act=identity, affine=true)(4 x 32)/forward/CPU/8 thread(s) |
375 ns |
375 ns |
1 |
batchnorm(2, act=identity, affine=true)(4 x 32)/forward/CPU/1 thread(s) |
292 ns |
291 ns |
1.00 |
batchnorm(2, act=identity, affine=true)(4 x 32)/forward/GPU/CUDA |
25381 ns |
26130 ns |
0.97 |
batchnorm(2, act=identity, affine=true)(4 x 32)/forward/GPU/oneAPI |
1154493.5 ns |
1255720 ns |
0.92 |
batchnorm(2, act=identity, affine=true)(4 x 32)/forward/GPU/Metal |
446500 ns |
468750 ns |
0.95 |
batchnorm(2, act=identity, affine=true)(4 x 32)/forward/GPU/AMDGPU |
48930 ns |
48500 ns |
1.01 |
batchnorm(2, act=identity, affine=true)(4 x 32)/zygote/CPU/2 thread(s) |
6209 ns |
6542 ns |
0.95 |
batchnorm(2, act=identity, affine=true)(4 x 32)/zygote/CPU/4 thread(s) |
6792 ns |
6542 ns |
1.04 |
batchnorm(2, act=identity, affine=true)(4 x 32)/zygote/CPU/8 thread(s) |
6708 ns |
6583 ns |
1.02 |
batchnorm(2, act=identity, affine=true)(4 x 32)/zygote/CPU/1 thread(s) |
6625 ns |
6167 ns |
1.07 |
batchnorm(2, act=identity, affine=true)(4 x 32)/zygote/GPU/CUDA |
184823.5 ns |
190203.5 ns |
0.97 |
batchnorm(2, act=identity, affine=true)(4 x 32)/zygote/GPU/oneAPI |
23775568 ns |
23758213 ns |
1.00 |
batchnorm(2, act=identity, affine=true)(4 x 32)/zygote/GPU/Metal |
5401167 ns |
5392792 ns |
1.00 |
batchnorm(2, act=identity, affine=true)(4 x 32)/zygote/GPU/AMDGPU |
393993 ns |
393904 ns |
1.00 |
batchnorm(2, act=gelu, affine=true)(32 x 32)/forward/CPU/2 thread(s) |
2000 ns |
1958 ns |
1.02 |
batchnorm(2, act=gelu, affine=true)(32 x 32)/forward/CPU/4 thread(s) |
2000 ns |
2000 ns |
1 |
batchnorm(2, act=gelu, affine=true)(32 x 32)/forward/CPU/8 thread(s) |
2083 ns |
2084 ns |
1.00 |
batchnorm(2, act=gelu, affine=true)(32 x 32)/forward/CPU/1 thread(s) |
2000 ns |
1958 ns |
1.02 |
batchnorm(2, act=gelu, affine=true)(32 x 32)/forward/GPU/CUDA |
25927 ns |
27189 ns |
0.95 |
batchnorm(2, act=gelu, affine=true)(32 x 32)/forward/GPU/oneAPI |
1174327 ns |
1199767 ns |
0.98 |
batchnorm(2, act=gelu, affine=true)(32 x 32)/forward/GPU/Metal |
313812.5 ns |
312750.5 ns |
1.00 |
batchnorm(2, act=gelu, affine=true)(32 x 32)/forward/GPU/AMDGPU |
208652 ns |
208272 ns |
1.00 |
batchnorm(2, act=gelu, affine=true)(32 x 32)/zygote/CPU/2 thread(s) |
16875 ns |
15916.5 ns |
1.06 |
batchnorm(2, act=gelu, affine=true)(32 x 32)/zygote/CPU/4 thread(s) |
16666 ns |
16291 ns |
1.02 |
batchnorm(2, act=gelu, affine=true)(32 x 32)/zygote/CPU/8 thread(s) |
16291.5 ns |
16979 ns |
0.96 |
batchnorm(2, act=gelu, affine=true)(32 x 32)/zygote/CPU/1 thread(s) |
16687.5 ns |
16312.5 ns |
1.02 |
batchnorm(2, act=gelu, affine=true)(32 x 32)/zygote/GPU/CUDA |
271953.5 ns |
276740.5 ns |
0.98 |
batchnorm(2, act=gelu, affine=true)(32 x 32)/zygote/GPU/oneAPI |
28538231.5 ns |
24755518 ns |
1.15 |
batchnorm(2, act=gelu, affine=true)(32 x 32)/zygote/GPU/Metal |
5705375 ns |
5979167 ns |
0.95 |
batchnorm(2, act=gelu, affine=true)(32 x 32)/zygote/GPU/AMDGPU |
711016.5 ns |
715538 ns |
0.99 |
layernorm(4, act=relu, affine=false)(16 x 16 x 32 x 32)/forward/CPU/2 thread(s) |
148084 ns |
180833 ns |
0.82 |
layernorm(4, act=relu, affine=false)(16 x 16 x 32 x 32)/forward/CPU/4 thread(s) |
164437 ns |
151333.5 ns |
1.09 |
layernorm(4, act=relu, affine=false)(16 x 16 x 32 x 32)/forward/CPU/8 thread(s) |
150583.5 ns |
179000 ns |
0.84 |
layernorm(4, act=relu, affine=false)(16 x 16 x 32 x 32)/forward/CPU/1 thread(s) |
184958 ns |
147562.5 ns |
1.25 |
layernorm(4, act=relu, affine=false)(16 x 16 x 32 x 32)/forward/GPU/CUDA |
198930 ns |
207596 ns |
0.96 |
layernorm(4, act=relu, affine=false)(16 x 16 x 32 x 32)/forward/GPU/oneAPI |
7772893 ns |
7810338 ns |
1.00 |
layernorm(4, act=relu, affine=false)(16 x 16 x 32 x 32)/forward/GPU/Metal |
1453625 ns |
1464083.5 ns |
0.99 |
layernorm(4, act=relu, affine=false)(16 x 16 x 32 x 32)/forward/GPU/AMDGPU |
196832 ns |
195132 ns |
1.01 |
layernorm(4, act=relu, affine=false)(16 x 16 x 32 x 32)/zygote/CPU/2 thread(s) |
1306854 ns |
1308625 ns |
1.00 |
layernorm(4, act=relu, affine=false)(16 x 16 x 32 x 32)/zygote/CPU/4 thread(s) |
1304812.5 ns |
1320417 ns |
0.99 |
layernorm(4, act=relu, affine=false)(16 x 16 x 32 x 32)/zygote/CPU/8 thread(s) |
1334500.5 ns |
1326167 ns |
1.01 |
layernorm(4, act=relu, affine=false)(16 x 16 x 32 x 32)/zygote/CPU/1 thread(s) |
1335563 ns |
1318250 ns |
1.01 |
layernorm(4, act=relu, affine=false)(16 x 16 x 32 x 32)/zygote/GPU/CUDA |
896336.5 ns |
915789.5 ns |
0.98 |
layernorm(4, act=relu, affine=false)(16 x 16 x 32 x 32)/zygote/GPU/oneAPI |
44103385 ns |
47829317 ns |
0.92 |
layernorm(4, act=relu, affine=false)(16 x 16 x 32 x 32)/zygote/GPU/Metal |
6551250 ns |
6477041 ns |
1.01 |
layernorm(4, act=relu, affine=false)(16 x 16 x 32 x 32)/zygote/GPU/AMDGPU |
1123231 ns |
1020372 ns |
1.10 |
layernorm(4, act=relu, affine=false)(16 x 16 x 4 x 32)/forward/CPU/2 thread(s) |
26000 ns |
26333 ns |
0.99 |
layernorm(4, act=relu, affine=false)(16 x 16 x 4 x 32)/forward/CPU/4 thread(s) |
25229 ns |
24750 ns |
1.02 |
layernorm(4, act=relu, affine=false)(16 x 16 x 4 x 32)/forward/CPU/8 thread(s) |
27479.5 ns |
27709 ns |
0.99 |
layernorm(4, act=relu, affine=false)(16 x 16 x 4 x 32)/forward/CPU/1 thread(s) |
24791 ns |
29458.5 ns |
0.84 |
layernorm(4, act=relu, affine=false)(16 x 16 x 4 x 32)/forward/GPU/CUDA |
235714.5 ns |
237299.5 ns |
0.99 |
layernorm(4, act=relu, affine=false)(16 x 16 x 4 x 32)/forward/GPU/oneAPI |
8360389 ns |
7668370 ns |
1.09 |
layernorm(4, act=relu, affine=false)(16 x 16 x 4 x 32)/forward/GPU/Metal |
618125 ns |
1182167 ns |
0.52 |
layernorm(4, act=relu, affine=false)(16 x 16 x 4 x 32)/forward/GPU/AMDGPU |
106221 ns |
121321 ns |
0.88 |
layernorm(4, act=relu, affine=false)(16 x 16 x 4 x 32)/zygote/CPU/2 thread(s) |
180291.5 ns |
181812.5 ns |
0.99 |
layernorm(4, act=relu, affine=false)(16 x 16 x 4 x 32)/zygote/CPU/4 thread(s) |
119292 ns |
118083 ns |
1.01 |
layernorm(4, act=relu, affine=false)(16 x 16 x 4 x 32)/zygote/CPU/8 thread(s) |
119104.5 ns |
129000 ns |
0.92 |
layernorm(4, act=relu, affine=false)(16 x 16 x 4 x 32)/zygote/CPU/1 thread(s) |
133396 ns |
118458 ns |
1.13 |
layernorm(4, act=relu, affine=false)(16 x 16 x 4 x 32)/zygote/GPU/CUDA |
1061050 ns |
1085787 ns |
0.98 |
layernorm(4, act=relu, affine=false)(16 x 16 x 4 x 32)/zygote/GPU/oneAPI |
47965532 ns |
43559074 ns |
1.10 |
layernorm(4, act=relu, affine=false)(16 x 16 x 4 x 32)/zygote/GPU/Metal |
6177667 ns |
6188875 ns |
1.00 |
layernorm(4, act=relu, affine=false)(16 x 16 x 4 x 32)/zygote/GPU/AMDGPU |
624876 ns |
603482 ns |
1.04 |
batchnorm(2, act=relu, affine=true)(4 x 32)/forward/CPU/2 thread(s) |
291 ns |
333 ns |
0.87 |
batchnorm(2, act=relu, affine=true)(4 x 32)/forward/CPU/4 thread(s) |
375 ns |
375 ns |
1 |
batchnorm(2, act=relu, affine=true)(4 x 32)/forward/CPU/8 thread(s) |
375 ns |
334 ns |
1.12 |
batchnorm(2, act=relu, affine=true)(4 x 32)/forward/CPU/1 thread(s) |
292 ns |
292 ns |
1 |
batchnorm(2, act=relu, affine=true)(4 x 32)/forward/GPU/CUDA |
22572 ns |
23112 ns |
0.98 |
batchnorm(2, act=relu, affine=true)(4 x 32)/forward/GPU/oneAPI |
1251092 ns |
1222588 ns |
1.02 |
batchnorm(2, act=relu, affine=true)(4 x 32)/forward/GPU/Metal |
324125 ns |
395646 ns |
0.82 |
batchnorm(2, act=relu, affine=true)(4 x 32)/forward/GPU/AMDGPU |
48860.5 ns |
48781 ns |
1.00 |
batchnorm(2, act=relu, affine=true)(4 x 32)/zygote/CPU/2 thread(s) |
6458 ns |
6042 ns |
1.07 |
batchnorm(2, act=relu, affine=true)(4 x 32)/zygote/CPU/4 thread(s) |
6708.5 ns |
6833 ns |
0.98 |
batchnorm(2, act=relu, affine=true)(4 x 32)/zygote/CPU/8 thread(s) |
7020.5 ns |
6729.5 ns |
1.04 |
batchnorm(2, act=relu, affine=true)(4 x 32)/zygote/CPU/1 thread(s) |
6479.5 ns |
6354 ns |
1.02 |
batchnorm(2, act=relu, affine=true)(4 x 32)/zygote/GPU/CUDA |
201712.5 ns |
206261.5 ns |
0.98 |
batchnorm(2, act=relu, affine=true)(4 x 32)/zygote/GPU/oneAPI |
24190754 ns |
24411973 ns |
0.99 |
batchnorm(2, act=relu, affine=true)(4 x 32)/zygote/GPU/Metal |
5519229 ns |
5650084 ns |
0.98 |
batchnorm(2, act=relu, affine=true)(4 x 32)/zygote/GPU/AMDGPU |
393274 ns |
392024.5 ns |
1.00 |
layernorm(2, act=gelu, affine=true)(4 x 32)/forward/CPU/2 thread(s) |
7083 ns |
6166 ns |
1.15 |
layernorm(2, act=gelu, affine=true)(4 x 32)/forward/CPU/4 thread(s) |
6479.5 ns |
5417 ns |
1.20 |
layernorm(2, act=gelu, affine=true)(4 x 32)/forward/CPU/8 thread(s) |
8375 ns |
8250 ns |
1.02 |
layernorm(2, act=gelu, affine=true)(4 x 32)/forward/CPU/1 thread(s) |
6334 ns |
6416 ns |
0.99 |
layernorm(2, act=gelu, affine=true)(4 x 32)/forward/GPU/CUDA |
144445.5 ns |
148283 ns |
0.97 |
layernorm(2, act=gelu, affine=true)(4 x 32)/forward/GPU/oneAPI |
5784772 ns |
5523038 ns |
1.05 |
layernorm(2, act=gelu, affine=true)(4 x 32)/forward/GPU/Metal |
451791 ns |
469750 ns |
0.96 |
layernorm(2, act=gelu, affine=true)(4 x 32)/forward/GPU/AMDGPU |
237723 ns |
237302 ns |
1.00 |
layernorm(2, act=gelu, affine=true)(4 x 32)/zygote/CPU/2 thread(s) |
9708.5 ns |
10354 ns |
0.94 |
layernorm(2, act=gelu, affine=true)(4 x 32)/zygote/CPU/4 thread(s) |
10354.5 ns |
10166 ns |
1.02 |
layernorm(2, act=gelu, affine=true)(4 x 32)/zygote/CPU/8 thread(s) |
10312.5 ns |
10291 ns |
1.00 |
layernorm(2, act=gelu, affine=true)(4 x 32)/zygote/CPU/1 thread(s) |
9958 ns |
10125 ns |
0.98 |
layernorm(2, act=gelu, affine=true)(4 x 32)/zygote/GPU/CUDA |
894173 ns |
909984 ns |
0.98 |
layernorm(2, act=gelu, affine=true)(4 x 32)/zygote/GPU/oneAPI |
41046274 ns |
43302207 ns |
0.95 |
layernorm(2, act=gelu, affine=true)(4 x 32)/zygote/GPU/Metal |
6098750 ns |
5927833 ns |
1.03 |
layernorm(2, act=gelu, affine=true)(4 x 32)/zygote/GPU/AMDGPU |
677436.5 ns |
689088 ns |
0.98 |
dense(2, bias=false, act=gelu)(2 x 128)/forward/CPU/2 thread(s) |
667 ns |
625 ns |
1.07 |
dense(2, bias=false, act=gelu)(2 x 128)/forward/CPU/4 thread(s) |
625 ns |
708 ns |
0.88 |
dense(2, bias=false, act=gelu)(2 x 128)/forward/CPU/8 thread(s) |
667 ns |
667 ns |
1 |
dense(2, bias=false, act=gelu)(2 x 128)/forward/CPU/1 thread(s) |
708 ns |
625 ns |
1.13 |
dense(2, bias=false, act=gelu)(2 x 128)/forward/GPU/CUDA |
22187 ns |
22992 ns |
0.96 |
dense(2, bias=false, act=gelu)(2 x 128)/forward/GPU/oneAPI |
2028286 ns |
2053209 ns |
0.99 |
dense(2, bias=false, act=gelu)(2 x 128)/forward/GPU/Metal |
228479.5 ns |
227000 ns |
1.01 |
dense(2, bias=false, act=gelu)(2 x 128)/forward/GPU/AMDGPU |
214902 ns |
215913 ns |
1.00 |
dense(2, bias=false, act=gelu)(2 x 128)/zygote/CPU/2 thread(s) |
4583 ns |
4584 ns |
1.00 |
dense(2, bias=false, act=gelu)(2 x 128)/zygote/CPU/4 thread(s) |
4625 ns |
4708 ns |
0.98 |
dense(2, bias=false, act=gelu)(2 x 128)/zygote/CPU/8 thread(s) |
4875 ns |
4625 ns |
1.05 |
dense(2, bias=false, act=gelu)(2 x 128)/zygote/CPU/1 thread(s) |
4584 ns |
4583 ns |
1.00 |
dense(2, bias=false, act=gelu)(2 x 128)/zygote/GPU/CUDA |
222465 ns |
228362.5 ns |
0.97 |
dense(2, bias=false, act=gelu)(2 x 128)/zygote/GPU/oneAPI |
10522858 ns |
10246488 ns |
1.03 |
dense(2, bias=false, act=gelu)(2 x 128)/zygote/GPU/Metal |
1645875 ns |
1762500 ns |
0.93 |
dense(2, bias=false, act=gelu)(2 x 128)/zygote/GPU/AMDGPU |
596496 ns |
596946 ns |
1.00 |
groupnorm(2, act=identity, affine=true)(4 x 32)/forward/CPU/2 thread(s) |
8229.5 ns |
8791.5 ns |
0.94 |
groupnorm(2, act=identity, affine=true)(4 x 32)/forward/CPU/4 thread(s) |
9083.5 ns |
8021 ns |
1.13 |
groupnorm(2, act=identity, affine=true)(4 x 32)/forward/CPU/8 thread(s) |
10208.5 ns |
10208.5 ns |
1 |
groupnorm(2, act=identity, affine=true)(4 x 32)/forward/CPU/1 thread(s) |
7834 ns |
8625 ns |
0.91 |
groupnorm(2, act=identity, affine=true)(4 x 32)/forward/GPU/CUDA |
121070 ns |
123762 ns |
0.98 |
groupnorm(2, act=identity, affine=true)(4 x 32)/forward/GPU/oneAPI |
3530511 ns |
3582537 ns |
0.99 |
groupnorm(2, act=identity, affine=true)(4 x 32)/forward/GPU/Metal |
831083 ns |
795292 ns |
1.05 |
groupnorm(2, act=identity, affine=true)(4 x 32)/forward/GPU/AMDGPU |
70060 ns |
70171 ns |
1.00 |
groupnorm(2, act=identity, affine=true)(4 x 32)/zygote/CPU/2 thread(s) |
8500 ns |
8500 ns |
1 |
groupnorm(2, act=identity, affine=true)(4 x 32)/zygote/CPU/4 thread(s) |
8958 ns |
9084 ns |
0.99 |
groupnorm(2, act=identity, affine=true)(4 x 32)/zygote/CPU/8 thread(s) |
9333 ns |
9291 ns |
1.00 |
groupnorm(2, act=identity, affine=true)(4 x 32)/zygote/CPU/1 thread(s) |
8375 ns |
8250 ns |
1.02 |
groupnorm(2, act=identity, affine=true)(4 x 32)/zygote/GPU/CUDA |
586511 ns |
599222 ns |
0.98 |
groupnorm(2, act=identity, affine=true)(4 x 32)/zygote/GPU/oneAPI |
21323888.5 ns |
22439265 ns |
0.95 |
groupnorm(2, act=identity, affine=true)(4 x 32)/zygote/GPU/Metal |
4802708.5 ns |
4920229 ns |
0.98 |
groupnorm(2, act=identity, affine=true)(4 x 32)/zygote/GPU/AMDGPU |
354733 ns |
352418.5 ns |
1.01 |
batchedmm(128, Bsize=4)/forward/CPU/2 thread(s) |
125292 ns |
126375 ns |
0.99 |
batchedmm(128, Bsize=4)/forward/CPU/4 thread(s) |
96708 ns |
96167 ns |
1.01 |
batchedmm(128, Bsize=4)/forward/CPU/8 thread(s) |
97250 ns |
96396 ns |
1.01 |
batchedmm(128, Bsize=4)/forward/CPU/1 thread(s) |
183416 ns |
183208 ns |
1.00 |
batchedmm(128, Bsize=4)/forward/GPU/CUDA |
45670 ns |
46448 ns |
0.98 |
batchedmm(128, Bsize=4)/forward/GPU/AMDGPU |
99990.5 ns |
94021 ns |
1.06 |
batchedmm(128, Bsize=4)/zygote/CPU/2 thread(s) |
302791 ns |
302354.5 ns |
1.00 |
batchedmm(128, Bsize=4)/zygote/CPU/4 thread(s) |
168083 ns |
168625 ns |
1.00 |
batchedmm(128, Bsize=4)/zygote/CPU/8 thread(s) |
166833 ns |
178500 ns |
0.93 |
batchedmm(128, Bsize=4)/zygote/CPU/1 thread(s) |
607229.5 ns |
568625 ns |
1.07 |
batchedmm(128, Bsize=4)/zygote/GPU/CUDA |
189831.5 ns |
193426.5 ns |
0.98 |
batchedmm(128, Bsize=4)/zygote/GPU/AMDGPU |
489695 ns |
485945.5 ns |
1.01 |
dense(512, bias=true, act=identity)(512 x 128)/forward/CPU/2 thread(s) |
398375 ns |
398500 ns |
1.00 |
dense(512, bias=true, act=identity)(512 x 128)/forward/CPU/4 thread(s) |
215333 ns |
214958 ns |
1.00 |
dense(512, bias=true, act=identity)(512 x 128)/forward/CPU/8 thread(s) |
215125 ns |
215459 ns |
1.00 |
dense(512, bias=true, act=identity)(512 x 128)/forward/CPU/1 thread(s) |
756459 ns |
755958 ns |
1.00 |
dense(512, bias=true, act=identity)(512 x 128)/forward/GPU/CUDA |
43130 ns |
43652 ns |
0.99 |
dense(512, bias=true, act=identity)(512 x 128)/forward/GPU/oneAPI |
1398407.5 ns |
1354730.5 ns |
1.03 |
dense(512, bias=true, act=identity)(512 x 128)/forward/GPU/Metal |
412042 ns |
489291.5 ns |
0.84 |
dense(512, bias=true, act=identity)(512 x 128)/forward/GPU/AMDGPU |
83571 ns |
83401 ns |
1.00 |
dense(512, bias=true, act=identity)(512 x 128)/zygote/CPU/2 thread(s) |
1405604.5 ns |
1416708 ns |
0.99 |
dense(512, bias=true, act=identity)(512 x 128)/zygote/CPU/4 thread(s) |
863250 ns |
861208 ns |
1.00 |
dense(512, bias=true, act=identity)(512 x 128)/zygote/CPU/8 thread(s) |
861479.5 ns |
863229.5 ns |
1.00 |
dense(512, bias=true, act=identity)(512 x 128)/zygote/CPU/1 thread(s) |
2358542 ns |
2359083 ns |
1.00 |
dense(512, bias=true, act=identity)(512 x 128)/zygote/GPU/CUDA |
249090 ns |
249519.5 ns |
1.00 |
dense(512, bias=true, act=identity)(512 x 128)/zygote/GPU/oneAPI |
10996775 ns |
11581786 ns |
0.95 |
dense(512, bias=true, act=identity)(512 x 128)/zygote/GPU/Metal |
1820250 ns |
1843542 ns |
0.99 |
dense(512, bias=true, act=identity)(512 x 128)/zygote/GPU/AMDGPU |
355383 ns |
354834 ns |
1.00 |
layernorm(4, act=relu, affine=true)(16 x 16 x 32 x 32)/forward/CPU/2 thread(s) |
611208 ns |
651104 ns |
0.94 |
layernorm(4, act=relu, affine=true)(16 x 16 x 32 x 32)/forward/CPU/4 thread(s) |
648500 ns |
636792 ns |
1.02 |
layernorm(4, act=relu, affine=true)(16 x 16 x 32 x 32)/forward/CPU/8 thread(s) |
648812 ns |
662104.5 ns |
0.98 |
layernorm(4, act=relu, affine=true)(16 x 16 x 32 x 32)/forward/CPU/1 thread(s) |
662875 ns |
581792 ns |
1.14 |
layernorm(4, act=relu, affine=true)(16 x 16 x 32 x 32)/forward/GPU/CUDA |
194388.5 ns |
204117 ns |
0.95 |
layernorm(4, act=relu, affine=true)(16 x 16 x 32 x 32)/forward/GPU/oneAPI |
8240834 ns |
7983269 ns |
1.03 |
layernorm(4, act=relu, affine=true)(16 x 16 x 32 x 32)/forward/GPU/Metal |
1397562 ns |
1360250 ns |
1.03 |
layernorm(4, act=relu, affine=true)(16 x 16 x 32 x 32)/forward/GPU/AMDGPU |
254103 ns |
255778 ns |
0.99 |
layernorm(4, act=relu, affine=true)(16 x 16 x 32 x 32)/zygote/CPU/2 thread(s) |
2466021 ns |
2460458 ns |
1.00 |
layernorm(4, act=relu, affine=true)(16 x 16 x 32 x 32)/zygote/CPU/4 thread(s) |
2458875 ns |
2454583 ns |
1.00 |
layernorm(4, act=relu, affine=true)(16 x 16 x 32 x 32)/zygote/CPU/8 thread(s) |
2463604.5 ns |
2468375 ns |
1.00 |
layernorm(4, act=relu, affine=true)(16 x 16 x 32 x 32)/zygote/CPU/1 thread(s) |
2452250 ns |
2463875 ns |
1.00 |
layernorm(4, act=relu, affine=true)(16 x 16 x 32 x 32)/zygote/GPU/CUDA |
981852.5 ns |
992828 ns |
0.99 |
layernorm(4, act=relu, affine=true)(16 x 16 x 32 x 32)/zygote/GPU/oneAPI |
51226623.5 ns |
53061666.5 ns |
0.97 |
layernorm(4, act=relu, affine=true)(16 x 16 x 32 x 32)/zygote/GPU/Metal |
7566875 ns |
7675854 ns |
0.99 |
layernorm(4, act=relu, affine=true)(16 x 16 x 32 x 32)/zygote/GPU/AMDGPU |
1486799.5 ns |
1495551 ns |
0.99 |
batchedmm(2, Bsize=32)/forward/CPU/2 thread(s) |
32542 ns |
32562.5 ns |
1.00 |
batchedmm(2, Bsize=32)/forward/CPU/4 thread(s) |
34750 ns |
34584 ns |
1.00 |
batchedmm(2, Bsize=32)/forward/CPU/8 thread(s) |
32229.5 ns |
32583.5 ns |
0.99 |
batchedmm(2, Bsize=32)/forward/CPU/1 thread(s) |
917 ns |
833 ns |
1.10 |
batchedmm(2, Bsize=32)/forward/GPU/CUDA |
15560 ns |
15923 ns |
0.98 |
batchedmm(2, Bsize=32)/forward/GPU/AMDGPU |
78491 ns |
73991 ns |
1.06 |
batchedmm(2, Bsize=32)/zygote/CPU/2 thread(s) |
3083 ns |
3145.5 ns |
0.98 |
batchedmm(2, Bsize=32)/zygote/CPU/4 thread(s) |
3479.5 ns |
3416 ns |
1.02 |
batchedmm(2, Bsize=32)/zygote/CPU/8 thread(s) |
3334 ns |
3458.5 ns |
0.96 |
batchedmm(2, Bsize=32)/zygote/CPU/1 thread(s) |
3125 ns |
3084 ns |
1.01 |
batchedmm(2, Bsize=32)/zygote/GPU/CUDA |
136477.5 ns |
139769 ns |
0.98 |
batchedmm(2, Bsize=32)/zygote/GPU/AMDGPU |
359243 ns |
346409 ns |
1.04 |
batchnorm(4, act=gelu, affine=true)(16 x 16 x 32 x 32)/forward/CPU/2 thread(s) |
407250 ns |
407417 ns |
1.00 |
batchnorm(4, act=gelu, affine=true)(16 x 16 x 32 x 32)/forward/CPU/4 thread(s) |
402125 ns |
401791 ns |
1.00 |
batchnorm(4, act=gelu, affine=true)(16 x 16 x 32 x 32)/forward/CPU/8 thread(s) |
401833 ns |
401916 ns |
1.00 |
batchnorm(4, act=gelu, affine=true)(16 x 16 x 32 x 32)/forward/CPU/1 thread(s) |
421584 ns |
421167 ns |
1.00 |
batchnorm(4, act=gelu, affine=true)(16 x 16 x 32 x 32)/forward/GPU/CUDA |
43081.5 ns |
43360 ns |
0.99 |
batchnorm(4, act=gelu, affine=true)(16 x 16 x 32 x 32)/forward/GPU/oneAPI |
1443601.5 ns |
1424417 ns |
1.01 |
batchnorm(4, act=gelu, affine=true)(16 x 16 x 32 x 32)/forward/GPU/Metal |
1160541.5 ns |
1149708 ns |
1.01 |
batchnorm(4, act=gelu, affine=true)(16 x 16 x 32 x 32)/forward/GPU/AMDGPU |
242377.5 ns |
244183 ns |
0.99 |
batchnorm(4, act=gelu, affine=true)(16 x 16 x 32 x 32)/zygote/CPU/2 thread(s) |
3877250 ns |
3883958 ns |
1.00 |
batchnorm(4, act=gelu, affine=true)(16 x 16 x 32 x 32)/zygote/CPU/4 thread(s) |
3991438 ns |
3996708.5 ns |
1.00 |
batchnorm(4, act=gelu, affine=true)(16 x 16 x 32 x 32)/zygote/CPU/8 thread(s) |
3995500 ns |
3992125 ns |
1.00 |
batchnorm(4, act=gelu, affine=true)(16 x 16 x 32 x 32)/zygote/CPU/1 thread(s) |
3778791.5 ns |
3780895.5 ns |
1.00 |
batchnorm(4, act=gelu, affine=true)(16 x 16 x 32 x 32)/zygote/GPU/CUDA |
240481 ns |
246111 ns |
0.98 |
batchnorm(4, act=gelu, affine=true)(16 x 16 x 32 x 32)/zygote/GPU/oneAPI |
36046095 ns |
36934379 ns |
0.98 |
batchnorm(4, act=gelu, affine=true)(16 x 16 x 32 x 32)/zygote/GPU/Metal |
11740520.5 ns |
11631750 ns |
1.01 |
batchnorm(4, act=gelu, affine=true)(16 x 16 x 32 x 32)/zygote/GPU/AMDGPU |
1247192 ns |
1246158.5 ns |
1.00 |
dense(32, bias=false, act=identity)(32 x 128)/forward/CPU/2 thread(s) |
3916 ns |
3958 ns |
0.99 |
dense(32, bias=false, act=identity)(32 x 128)/forward/CPU/4 thread(s) |
3958 ns |
3958 ns |
1 |
dense(32, bias=false, act=identity)(32 x 128)/forward/CPU/8 thread(s) |
3959 ns |
3917 ns |
1.01 |
dense(32, bias=false, act=identity)(32 x 128)/forward/CPU/1 thread(s) |
3917 ns |
3916 ns |
1.00 |
dense(32, bias=false, act=identity)(32 x 128)/forward/GPU/CUDA |
33151 ns |
33757 ns |
0.98 |
dense(32, bias=false, act=identity)(32 x 128)/forward/GPU/oneAPI |
1246525 ns |
1234748.5 ns |
1.01 |
dense(32, bias=false, act=identity)(32 x 128)/forward/GPU/Metal |
178083 ns |
181500.5 ns |
0.98 |
dense(32, bias=false, act=identity)(32 x 128)/forward/GPU/AMDGPU |
40841 ns |
43060 ns |
0.95 |
dense(32, bias=false, act=identity)(32 x 128)/zygote/CPU/2 thread(s) |
15459 ns |
15500 ns |
1.00 |
dense(32, bias=false, act=identity)(32 x 128)/zygote/CPU/4 thread(s) |
15708 ns |
15583 ns |
1.01 |
dense(32, bias=false, act=identity)(32 x 128)/zygote/CPU/8 thread(s) |
15792 ns |
15666 ns |
1.01 |
dense(32, bias=false, act=identity)(32 x 128)/zygote/CPU/1 thread(s) |
15584 ns |
15541 ns |
1.00 |
dense(32, bias=false, act=identity)(32 x 128)/zygote/GPU/CUDA |
250190 ns |
256020 ns |
0.98 |
dense(32, bias=false, act=identity)(32 x 128)/zygote/GPU/oneAPI |
9448692 ns |
10686428 ns |
0.88 |
dense(32, bias=false, act=identity)(32 x 128)/zygote/GPU/Metal |
867250 ns |
870458 ns |
1.00 |
dense(32, bias=false, act=identity)(32 x 128)/zygote/GPU/AMDGPU |
170041 ns |
178281 ns |
0.95 |
dense(512, bias=false, act=relu)(512 x 128)/forward/CPU/2 thread(s) |
404041 ns |
404000 ns |
1.00 |
dense(512, bias=false, act=relu)(512 x 128)/forward/CPU/4 thread(s) |
221437.5 ns |
220792 ns |
1.00 |
dense(512, bias=false, act=relu)(512 x 128)/forward/CPU/8 thread(s) |
221041 ns |
221375 ns |
1.00 |
dense(512, bias=false, act=relu)(512 x 128)/forward/CPU/1 thread(s) |
760667 ns |
760833 ns |
1.00 |
dense(512, bias=false, act=relu)(512 x 128)/forward/GPU/CUDA |
112818 ns |
113651 ns |
0.99 |
dense(512, bias=false, act=relu)(512 x 128)/forward/GPU/oneAPI |
1033657 ns |
1020025 ns |
1.01 |
dense(512, bias=false, act=relu)(512 x 128)/forward/GPU/Metal |
396500 ns |
412687.5 ns |
0.96 |
dense(512, bias=false, act=relu)(512 x 128)/forward/GPU/AMDGPU |
90181 ns |
91036 ns |
0.99 |
dense(512, bias=false, act=relu)(512 x 128)/zygote/CPU/2 thread(s) |
1428625 ns |
1438417 ns |
0.99 |
dense(512, bias=false, act=relu)(512 x 128)/zygote/CPU/4 thread(s) |
887375 ns |
887125 ns |
1.00 |
dense(512, bias=false, act=relu)(512 x 128)/zygote/CPU/8 thread(s) |
886333 ns |
888167 ns |
1.00 |
dense(512, bias=false, act=relu)(512 x 128)/zygote/CPU/1 thread(s) |
2382896 ns |
2384958 ns |
1.00 |
dense(512, bias=false, act=relu)(512 x 128)/zygote/GPU/CUDA |
235417.5 ns |
242637 ns |
0.97 |
dense(512, bias=false, act=relu)(512 x 128)/zygote/GPU/oneAPI |
9699881 ns |
9528776 ns |
1.02 |
dense(512, bias=false, act=relu)(512 x 128)/zygote/GPU/Metal |
1899708.5 ns |
1851667 ns |
1.03 |
dense(512, bias=false, act=relu)(512 x 128)/zygote/GPU/AMDGPU |
356683 ns |
357334 ns |
1.00 |
batchnorm(2, act=gelu, affine=true)(4 x 32)/forward/CPU/2 thread(s) |
500 ns |
500 ns |
1 |
batchnorm(2, act=gelu, affine=true)(4 x 32)/forward/CPU/4 thread(s) |
583 ns |
542 ns |
1.08 |
batchnorm(2, act=gelu, affine=true)(4 x 32)/forward/CPU/8 thread(s) |
583 ns |
583 ns |
1 |
batchnorm(2, act=gelu, affine=true)(4 x 32)/forward/CPU/1 thread(s) |
500 ns |
459 ns |
1.09 |
batchnorm(2, act=gelu, affine=true)(4 x 32)/forward/GPU/CUDA |
25300 ns |
25949.5 ns |
0.97 |
batchnorm(2, act=gelu, affine=true)(4 x 32)/forward/GPU/oneAPI |
1213264.5 ns |
1192514 ns |
1.02 |
batchnorm(2, act=gelu, affine=true)(4 x 32)/forward/GPU/Metal |
303583 ns |
296583.5 ns |
1.02 |
batchnorm(2, act=gelu, affine=true)(4 x 32)/forward/GPU/AMDGPU |
208412 ns |
211622 ns |
0.98 |
batchnorm(2, act=gelu, affine=true)(4 x 32)/zygote/CPU/2 thread(s) |
7208 ns |
7083 ns |
1.02 |
batchnorm(2, act=gelu, affine=true)(4 x 32)/zygote/CPU/4 thread(s) |
7833 ns |
8000 ns |
0.98 |
batchnorm(2, act=gelu, affine=true)(4 x 32)/zygote/CPU/8 thread(s) |
7750 ns |
7854.5 ns |
0.99 |
batchnorm(2, act=gelu, affine=true)(4 x 32)/zygote/CPU/1 thread(s) |
7625 ns |
7333 ns |
1.04 |
batchnorm(2, act=gelu, affine=true)(4 x 32)/zygote/GPU/CUDA |
208958.5 ns |
216752 ns |
0.96 |
batchnorm(2, act=gelu, affine=true)(4 x 32)/zygote/GPU/oneAPI |
26254851.5 ns |
24950983 ns |
1.05 |
batchnorm(2, act=gelu, affine=true)(4 x 32)/zygote/GPU/Metal |
5627271 ns |
5888042 ns |
0.96 |
batchnorm(2, act=gelu, affine=true)(4 x 32)/zygote/GPU/AMDGPU |
691516 ns |
701642.5 ns |
0.99 |
batchedmm(128, Bsize=32)/forward/CPU/2 thread(s) |
828417 ns |
813667 ns |
1.02 |
batchedmm(128, Bsize=32)/forward/CPU/4 thread(s) |
465812.5 ns |
465792 ns |
1.00 |
batchedmm(128, Bsize=32)/forward/CPU/8 thread(s) |
471166.5 ns |
467791 ns |
1.01 |
batchedmm(128, Bsize=32)/forward/CPU/1 thread(s) |
1541979 ns |
1544375 ns |
1.00 |
batchedmm(128, Bsize=32)/forward/GPU/CUDA |
130118 ns |
132054 ns |
0.99 |
batchedmm(128, Bsize=32)/forward/GPU/AMDGPU |
178896.5 ns |
162431 ns |
1.10 |
batchedmm(128, Bsize=32)/zygote/CPU/2 thread(s) |
2704041 ns |
2686208 ns |
1.01 |
batchedmm(128, Bsize=32)/zygote/CPU/4 thread(s) |
1527521 ns |
1528708 ns |
1.00 |
batchedmm(128, Bsize=32)/zygote/CPU/8 thread(s) |
1546750 ns |
1538542 ns |
1.01 |
batchedmm(128, Bsize=32)/zygote/CPU/1 thread(s) |
4937042 ns |
4933917 ns |
1.00 |
batchedmm(128, Bsize=32)/zygote/GPU/CUDA |
239281 ns |
240514 ns |
0.99 |
batchedmm(128, Bsize=32)/zygote/GPU/AMDGPU |
775748 ns |
859970 ns |
0.90 |
batchnorm(2, act=relu, affine=false)(4 x 32)/forward/CPU/2 thread(s) |
292 ns |
333 ns |
0.88 |
batchnorm(2, act=relu, affine=false)(4 x 32)/forward/CPU/4 thread(s) |
375 ns |
292 ns |
1.28 |
batchnorm(2, act=relu, affine=false)(4 x 32)/forward/CPU/8 thread(s) |
375 ns |
375 ns |
1 |
batchnorm(2, act=relu, affine=false)(4 x 32)/forward/CPU/1 thread(s) |
292 ns |
292 ns |
1 |
batchnorm(2, act=relu, affine=false)(4 x 32)/forward/GPU/CUDA |
31418 ns |
32094 ns |
0.98 |
batchnorm(2, act=relu, affine=false)(4 x 32)/forward/GPU/oneAPI |
1183060 ns |
1252325 ns |
0.94 |
batchnorm(2, act=relu, affine=false)(4 x 32)/forward/GPU/Metal |
307687.5 ns |
323021 ns |
0.95 |
batchnorm(2, act=relu, affine=false)(4 x 32)/forward/GPU/AMDGPU |
48455.5 ns |
48681 ns |
1.00 |
batchnorm(2, act=relu, affine=false)(4 x 32)/zygote/CPU/2 thread(s) |
6125 ns |
5917 ns |
1.04 |
batchnorm(2, act=relu, affine=false)(4 x 32)/zygote/CPU/4 thread(s) |
6708.5 ns |
6333 ns |
1.06 |
batchnorm(2, act=relu, affine=false)(4 x 32)/zygote/CPU/8 thread(s) |
6562.5 ns |
6792 ns |
0.97 |
batchnorm(2, act=relu, affine=false)(4 x 32)/zygote/CPU/1 thread(s) |
6312.5 ns |
6083 ns |
1.04 |
batchnorm(2, act=relu, affine=false)(4 x 32)/zygote/GPU/CUDA |
222050 ns |
223941.5 ns |
0.99 |
batchnorm(2, act=relu, affine=false)(4 x 32)/zygote/GPU/oneAPI |
22089679 ns |
23466112 ns |
0.94 |
batchnorm(2, act=relu, affine=false)(4 x 32)/zygote/GPU/Metal |
5038937.5 ns |
5053625 ns |
1.00 |
batchnorm(2, act=relu, affine=false)(4 x 32)/zygote/GPU/AMDGPU |
368804 ns |
369274 ns |
1.00 |
layernorm(4, act=gelu, affine=false)(16 x 16 x 32 x 32)/forward/CPU/2 thread(s) |
2384708 ns |
2397083 ns |
0.99 |
layernorm(4, act=gelu, affine=false)(16 x 16 x 32 x 32)/forward/CPU/4 thread(s) |
2406334 ns |
2379291 ns |
1.01 |
layernorm(4, act=gelu, affine=false)(16 x 16 x 32 x 32)/forward/CPU/8 thread(s) |
2401187.5 ns |
2394625 ns |
1.00 |
layernorm(4, act=gelu, affine=false)(16 x 16 x 32 x 32)/forward/CPU/1 thread(s) |
2400334 ns |
2379250 ns |
1.01 |
layernorm(4, act=gelu, affine=false)(16 x 16 x 32 x 32)/forward/GPU/CUDA |
198668 ns |
200806.5 ns |
0.99 |
layernorm(4, act=gelu, affine=false)(16 x 16 x 32 x 32)/forward/GPU/oneAPI |
7953848.5 ns |
8223452 ns |
0.97 |
layernorm(4, act=gelu, affine=false)(16 x 16 x 32 x 32)/forward/GPU/Metal |
1483208 ns |
1521917 ns |
0.97 |
layernorm(4, act=gelu, affine=false)(16 x 16 x 32 x 32)/forward/GPU/AMDGPU |
357533 ns |
359128.5 ns |
1.00 |
layernorm(4, act=gelu, affine=false)(16 x 16 x 32 x 32)/zygote/CPU/2 thread(s) |
4652749.5 ns |
4667500 ns |
1.00 |
layernorm(4, act=gelu, affine=false)(16 x 16 x 32 x 32)/zygote/CPU/4 thread(s) |
4657895.5 ns |
4598667 ns |
1.01 |
layernorm(4, act=gelu, affine=false)(16 x 16 x 32 x 32)/zygote/CPU/8 thread(s) |
4677042 ns |
4663834 ns |
1.00 |
layernorm(4, act=gelu, affine=false)(16 x 16 x 32 x 32)/zygote/CPU/1 thread(s) |
4656375 ns |
4654084 ns |
1.00 |
layernorm(4, act=gelu, affine=false)(16 x 16 x 32 x 32)/zygote/GPU/CUDA |
891976 ns |
896769 ns |
0.99 |
layernorm(4, act=gelu, affine=false)(16 x 16 x 32 x 32)/zygote/GPU/oneAPI |
50384184.5 ns |
49138075.5 ns |
1.03 |
layernorm(4, act=gelu, affine=false)(16 x 16 x 32 x 32)/zygote/GPU/Metal |
6325542 ns |
6734812.5 ns |
0.94 |
layernorm(4, act=gelu, affine=false)(16 x 16 x 32 x 32)/zygote/GPU/AMDGPU |
1259107 ns |
1407615 ns |
0.89 |
bias_activation(512, act=relu)(512 x 128)/forward/CPU/2 thread(s) |
6792 ns |
7479.5 ns |
0.91 |
bias_activation(512, act=relu)(512 x 128)/forward/CPU/4 thread(s) |
7000 ns |
7125 ns |
0.98 |
bias_activation(512, act=relu)(512 x 128)/forward/CPU/8 thread(s) |
6917 ns |
7125 ns |
0.97 |
bias_activation(512, act=relu)(512 x 128)/forward/CPU/1 thread(s) |
7375.5 ns |
8020.5 ns |
0.92 |
bias_activation(512, act=relu)(512 x 128)/forward/GPU/CUDA |
23575 ns |
23691.5 ns |
1.00 |
bias_activation(512, act=relu)(512 x 128)/forward/GPU/oneAPI |
1197552 ns |
1204234 ns |
0.99 |
bias_activation(512, act=relu)(512 x 128)/forward/GPU/Metal |
263166 ns |
260979.5 ns |
1.01 |
bias_activation(512, act=relu)(512 x 128)/forward/GPU/AMDGPU |
37341 ns |
33710 ns |
1.11 |
bias_activation(512, act=relu)(512 x 128)/zygote/CPU/2 thread(s) |
52604 ns |
44792 ns |
1.17 |
bias_activation(512, act=relu)(512 x 128)/zygote/CPU/4 thread(s) |
45604 ns |
33042 ns |
1.38 |
bias_activation(512, act=relu)(512 x 128)/zygote/CPU/8 thread(s) |
49875.5 ns |
33459 ns |
1.49 |
bias_activation(512, act=relu)(512 x 128)/zygote/CPU/1 thread(s) |
66000.5 ns |
71791.5 ns |
0.92 |
bias_activation(512, act=relu)(512 x 128)/zygote/GPU/CUDA |
219530 ns |
217114 ns |
1.01 |
bias_activation(512, act=relu)(512 x 128)/zygote/GPU/oneAPI |
11373243 ns |
10571611 ns |
1.08 |
bias_activation(512, act=relu)(512 x 128)/zygote/GPU/Metal |
2074458 ns |
2004833 ns |
1.03 |
bias_activation(512, act=relu)(512 x 128)/zygote/GPU/AMDGPU |
240673 ns |
241352 ns |
1.00 |
batchedmm(2, Bsize=512)/forward/CPU/2 thread(s) |
20750 ns |
20458.5 ns |
1.01 |
batchedmm(2, Bsize=512)/forward/CPU/4 thread(s) |
24750 ns |
24625 ns |
1.01 |
batchedmm(2, Bsize=512)/forward/CPU/8 thread(s) |
22083.5 ns |
22625 ns |
0.98 |
batchedmm(2, Bsize=512)/forward/CPU/1 thread(s) |
5958 ns |
6041 ns |
0.99 |
batchedmm(2, Bsize=512)/forward/GPU/CUDA |
16981 ns |
17905 ns |
0.95 |
batchedmm(2, Bsize=512)/forward/GPU/AMDGPU |
86491 ns |
86031 ns |
1.01 |
batchedmm(2, Bsize=512)/zygote/CPU/2 thread(s) |
12041 ns |
11958 ns |
1.01 |
batchedmm(2, Bsize=512)/zygote/CPU/4 thread(s) |
9333 ns |
9417 ns |
0.99 |
batchedmm(2, Bsize=512)/zygote/CPU/8 thread(s) |
9625 ns |
9500 ns |
1.01 |
batchedmm(2, Bsize=512)/zygote/CPU/1 thread(s) |
18083 ns |
18000 ns |
1.00 |
batchedmm(2, Bsize=512)/zygote/GPU/CUDA |
230179 ns |
230114.5 ns |
1.00 |
batchedmm(2, Bsize=512)/zygote/GPU/AMDGPU |
380594 ns |
377559 ns |
1.01 |
dense(512, bias=true, act=relu)(512 x 128)/forward/CPU/2 thread(s) |
406208 ns |
406625 ns |
1.00 |
dense(512, bias=true, act=relu)(512 x 128)/forward/CPU/4 thread(s) |
223541 ns |
223250 ns |
1.00 |
dense(512, bias=true, act=relu)(512 x 128)/forward/CPU/8 thread(s) |
223145.5 ns |
223833 ns |
1.00 |
dense(512, bias=true, act=relu)(512 x 128)/forward/CPU/1 thread(s) |
762667 ns |
762833 ns |
1.00 |
dense(512, bias=true, act=relu)(512 x 128)/forward/GPU/CUDA |
46914 ns |
46575 ns |
1.01 |
dense(512, bias=true, act=relu)(512 x 128)/forward/GPU/oneAPI |
1384166 ns |
1399200.5 ns |
0.99 |
dense(512, bias=true, act=relu)(512 x 128)/forward/GPU/Metal |
415875 ns |
406583 ns |
1.02 |
dense(512, bias=true, act=relu)(512 x 128)/forward/GPU/AMDGPU |
89301 ns |
89521 ns |
1.00 |
dense(512, bias=true, act=relu)(512 x 128)/zygote/CPU/2 thread(s) |
1427084 ns |
1445834 ns |
0.99 |
dense(512, bias=true, act=relu)(512 x 128)/zygote/CPU/4 thread(s) |
891979 ns |
892854.5 ns |
1.00 |
dense(512, bias=true, act=relu)(512 x 128)/zygote/CPU/8 thread(s) |
891958 ns |
893333 ns |
1.00 |
dense(512, bias=true, act=relu)(512 x 128)/zygote/CPU/1 thread(s) |
2386312.5 ns |
2385770.5 ns |
1.00 |
dense(512, bias=true, act=relu)(512 x 128)/zygote/GPU/CUDA |
287696.5 ns |
281827 ns |
1.02 |
dense(512, bias=true, act=relu)(512 x 128)/zygote/GPU/oneAPI |
12534990 ns |
11465517 ns |
1.09 |
dense(512, bias=true, act=relu)(512 x 128)/zygote/GPU/Metal |
2042416 ns |
2034937.5 ns |
1.00 |
dense(512, bias=true, act=relu)(512 x 128)/zygote/GPU/AMDGPU |
375789 ns |
378964 ns |
0.99 |
batchnorm(4, act=gelu, affine=false)(16 x 16 x 32 x 32)/forward/CPU/2 thread(s) |
433959 ns |
434333 ns |
1.00 |
batchnorm(4, act=gelu, affine=false)(16 x 16 x 32 x 32)/forward/CPU/4 thread(s) |
430208 ns |
430667 ns |
1.00 |
batchnorm(4, act=gelu, affine=false)(16 x 16 x 32 x 32)/forward/CPU/8 thread(s) |
430208 ns |
430166 ns |
1.00 |
batchnorm(4, act=gelu, affine=false)(16 x 16 x 32 x 32)/forward/CPU/1 thread(s) |
447500 ns |
447292 ns |
1.00 |
batchnorm(4, act=gelu, affine=false)(16 x 16 x 32 x 32)/forward/GPU/CUDA |
55750 ns |
55027 ns |
1.01 |
batchnorm(4, act=gelu, affine=false)(16 x 16 x 32 x 32)/forward/GPU/oneAPI |
987998 ns |
1009771.5 ns |
0.98 |
batchnorm(4, act=gelu, affine=false)(16 x 16 x 32 x 32)/forward/GPU/Metal |
1135146 ns |
1109791.5 ns |
1.02 |
batchnorm(4, act=gelu, affine=false)(16 x 16 x 32 x 32)/forward/GPU/AMDGPU |
236932 ns |
236872 ns |
1.00 |
batchnorm(4, act=gelu, affine=false)(16 x 16 x 32 x 32)/zygote/CPU/2 thread(s) |
3911708 ns |
3915542 ns |
1.00 |
batchnorm(4, act=gelu, affine=false)(16 x 16 x 32 x 32)/zygote/CPU/4 thread(s) |
4023250 ns |
4022187.5 ns |
1.00 |
batchnorm(4, act=gelu, affine=false)(16 x 16 x 32 x 32)/zygote/CPU/8 thread(s) |
4023416 ns |
4023854 ns |
1.00 |
batchnorm(4, act=gelu, affine=false)(16 x 16 x 32 x 32)/zygote/CPU/1 thread(s) |
3815521 ns |
3802354 ns |
1.00 |
batchnorm(4, act=gelu, affine=false)(16 x 16 x 32 x 32)/zygote/GPU/CUDA |
261796.5 ns |
265046 ns |
0.99 |
batchnorm(4, act=gelu, affine=false)(16 x 16 x 32 x 32)/zygote/GPU/oneAPI |
33894952 ns |
31022310 ns |
1.09 |
batchnorm(4, act=gelu, affine=false)(16 x 16 x 32 x 32)/zygote/GPU/Metal |
10609979 ns |
10484042 ns |
1.01 |
batchnorm(4, act=gelu, affine=false)(16 x 16 x 32 x 32)/zygote/GPU/AMDGPU |
1239582 ns |
1238903.5 ns |
1.00 |
dense(32, bias=true, act=gelu)(32 x 128)/forward/CPU/2 thread(s) |
8750 ns |
8792 ns |
1.00 |
dense(32, bias=true, act=gelu)(32 x 128)/forward/CPU/4 thread(s) |
6875 ns |
6916 ns |
0.99 |
dense(32, bias=true, act=gelu)(32 x 128)/forward/CPU/8 thread(s) |
6916 ns |
6875 ns |
1.01 |
dense(32, bias=true, act=gelu)(32 x 128)/forward/CPU/1 thread(s) |
12459 ns |
12458 ns |
1.00 |
dense(32, bias=true, act=gelu)(32 x 128)/forward/GPU/CUDA |
23476 ns |
23854 ns |
0.98 |
dense(32, bias=true, act=gelu)(32 x 128)/forward/GPU/oneAPI |
2195009 ns |
2189159 ns |
1.00 |
dense(32, bias=true, act=gelu)(32 x 128)/forward/GPU/Metal |
226375 ns |
227167 ns |
1.00 |
dense(32, bias=true, act=gelu)(32 x 128)/forward/GPU/AMDGPU |
218422 ns |
216382 ns |
1.01 |
dense(32, bias=true, act=gelu)(32 x 128)/zygote/CPU/2 thread(s) |
44667 ns |
44833 ns |
1.00 |
dense(32, bias=true, act=gelu)(32 x 128)/zygote/CPU/4 thread(s) |
44875 ns |
45000 ns |
1.00 |
dense(32, bias=true, act=gelu)(32 x 128)/zygote/CPU/8 thread(s) |
45416 ns |
45083 ns |
1.01 |
dense(32, bias=true, act=gelu)(32 x 128)/zygote/CPU/1 thread(s) |
44834 ns |
44750 ns |
1.00 |
dense(32, bias=true, act=gelu)(32 x 128)/zygote/GPU/CUDA |
341928 ns |
339090 ns |
1.01 |
dense(32, bias=true, act=gelu)(32 x 128)/zygote/GPU/oneAPI |
11449609 ns |
13813520 ns |
0.83 |
dense(32, bias=true, act=gelu)(32 x 128)/zygote/GPU/Metal |
1758917 ns |
1746834 ns |
1.01 |
dense(32, bias=true, act=gelu)(32 x 128)/zygote/GPU/AMDGPU |
662766 ns |
671917 ns |
0.99 |
groupnorm(4, act=relu, affine=false)(16 x 16 x 32 x 32)/forward/CPU/2 thread(s) |
85687.5 ns |
87063 ns |
0.98 |
groupnorm(4, act=relu, affine=false)(16 x 16 x 32 x 32)/forward/CPU/4 thread(s) |
82125 ns |
92271 ns |
0.89 |
groupnorm(4, act=relu, affine=false)(16 x 16 x 32 x 32)/forward/CPU/8 thread(s) |
88250 ns |
125250 ns |
0.70 |
groupnorm(4, act=relu, affine=false)(16 x 16 x 32 x 32)/forward/CPU/1 thread(s) |
87750.5 ns |
88396 ns |
0.99 |
groupnorm(4, act=relu, affine=false)(16 x 16 x 32 x 32)/forward/GPU/CUDA |
190673 ns |
189900.5 ns |
1.00 |
groupnorm(4, act=relu, affine=false)(16 x 16 x 32 x 32)/forward/GPU/oneAPI |
5914536.5 ns |
5870133 ns |
1.01 |
groupnorm(4, act=relu, affine=false)(16 x 16 x 32 x 32)/forward/GPU/Metal |
1998792 ns |
1961729.5 ns |
1.02 |
groupnorm(4, act=relu, affine=false)(16 x 16 x 32 x 32)/forward/GPU/AMDGPU |
208012 ns |
204047 ns |
1.02 |
groupnorm(4, act=relu, affine=false)(16 x 16 x 32 x 32)/zygote/CPU/2 thread(s) |
2027062.5 ns |
2028417 ns |
1.00 |
groupnorm(4, act=relu, affine=false)(16 x 16 x 32 x 32)/zygote/CPU/4 thread(s) |
2018395.5 ns |
2022208.5 ns |
1.00 |
groupnorm(4, act=relu, affine=false)(16 x 16 x 32 x 32)/zygote/CPU/8 thread(s) |
2022916.5 ns |
2025000 ns |
1.00 |
groupnorm(4, act=relu, affine=false)(16 x 16 x 32 x 32)/zygote/CPU/1 thread(s) |
2027750 ns |
2024000 ns |
1.00 |
groupnorm(4, act=relu, affine=false)(16 x 16 x 32 x 32)/zygote/GPU/CUDA |
529341.5 ns |
536109.5 ns |
0.99 |
groupnorm(4, act=relu, affine=false)(16 x 16 x 32 x 32)/zygote/GPU/oneAPI |
27514758 ns |
30231842.5 ns |
0.91 |
groupnorm(4, act=relu, affine=false)(16 x 16 x 32 x 32)/zygote/GPU/Metal |
9494875 ns |
9333542 ns |
1.02 |
groupnorm(4, act=relu, affine=false)(16 x 16 x 32 x 32)/zygote/GPU/AMDGPU |
1104271 ns |
1104742 ns |
1.00 |
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Need to remove the Manifest before mergingrelies on feat!: 1.0 release LuxCore.jl#43persistent tasks will pass once the above PR is mergedhandle Error on computing gradients when--> we explicitly mention removing SemVar in this case, we will remove support for that case, once Check if function is being called insidetraining isa Val{false}#98autodiffEnzymeAD/Enzyme.jl#1761 is tagged.