Commit 7373931
authored
perf: CUDA FoR loop unrolling (#6017)
This PR changes the FoR impl to use loop unrolling which in some
scenarios leads up to a ~85% speedup. As part of that, new benchmarks
and tests are introduced.
Benchmarks were run on an A10:
```
FoR_cuda_u8/u8_FoR/1K time: [4.6619 µs 4.6818 µs 4.7073 µs]
thrpt: [202.59 MiB/s 203.70 MiB/s 204.57 MiB/s]
change:
time: [−6.9968% −6.1892% −5.2750%] (p = 0.00 < 0.05)
thrpt: [+5.5687% +6.5976% +7.5232%]
Performance has improved.
Found 1 outliers among 10 measurements (10.00%)
1 (10.00%) high mild
FoR_cuda_u8/u8_FoR/10K time: [4.4583 µs 4.4809 µs 4.5139 µs]
thrpt: [2.0632 GiB/s 2.0784 GiB/s 2.0890 GiB/s]
change:
time: [−0.0233% +0.7648% +1.5942%] (p = 0.10 > 0.05)
thrpt: [−1.5692% −0.7590% +0.0233%]
No change in performance detected.
FoR_cuda_u8/u8_FoR/100K time: [4.5262 µs 4.5439 µs 4.5736 µs]
thrpt: [20.363 GiB/s 20.496 GiB/s 20.576 GiB/s]
change:
time: [−8.9445% −7.7897% −6.6445%] (p = 0.00 < 0.05)
thrpt: [+7.1175% +8.4477% +9.8231%]
Performance has improved.
FoR_cuda_u8/u8_FoR/1M time: [4.4380 µs 4.4598 µs 4.4891 µs]
thrpt: [207.46 GiB/s 208.83 GiB/s 209.85 GiB/s]
change:
time: [+0.0679% +0.9488% +1.7990%] (p = 0.05 > 0.05)
thrpt: [−1.7672% −0.9399% −0.0679%]
No change in performance detected.
FoR_cuda_u8/u8_FoR/10M time: [4.4880 µs 4.5013 µs 4.5293 µs]
thrpt: [2056.2 GiB/s 2069.0 GiB/s 2075.2 GiB/s]
change:
time: [−3.4123% −2.6199% −1.6909%] (p = 0.00 < 0.05)
thrpt: [+1.7200% +2.6903% +3.5328%]
Performance has improved.
Found 2 outliers among 10 measurements (20.00%)
2 (20.00%) high mild
FoR_cuda_u16/u16_FoR/1K time: [4.7696 µs 4.7820 µs 4.8017 µs]
thrpt: [397.22 MiB/s 398.86 MiB/s 399.90 MiB/s]
change:
time: [−31.818% −31.216% −30.430%] (p = 0.00 < 0.05)
thrpt: [+43.739% +45.384% +46.666%]
Performance has improved.
Found 1 outliers among 10 measurements (10.00%)
1 (10.00%) high severe
FoR_cuda_u16/u16_FoR/10K
time: [4.9942 µs 5.0030 µs 5.0114 µs]
thrpt: [3.7168 GiB/s 3.7231 GiB/s 3.7296 GiB/s]
change:
time: [−46.715% −46.619% −46.535%] (p = 0.00 < 0.05)
thrpt: [+87.039% +87.332% +87.671%]
Performance has improved.
FoR_cuda_u16/u16_FoR/100K
time: [11.371 µs 11.387 µs 11.396 µs]
thrpt: [16.345 GiB/s 16.358 GiB/s 16.381 GiB/s]
change:
time: [−26.577% −26.455% −26.344%] (p = 0.00 < 0.05)
thrpt: [+35.767% +35.972% +36.197%]
Performance has improved.
FoR_cuda_u16/u16_FoR/1M time: [4.9764 µs 4.9958 µs 5.0073 µs]
thrpt: [371.98 GiB/s 372.84 GiB/s 374.29 GiB/s]
change:
time: [−46.584% −46.382% −46.210%] (p = 0.00 < 0.05)
thrpt: [+85.906% +86.503% +87.210%]
Performance has improved.
FoR_cuda_u16/u16_FoR/10M
time: [11.157 µs 11.211 µs 11.248 µs]
thrpt: [1656.0 GiB/s 1661.4 GiB/s 1669.5 GiB/s]
change:
time: [−26.916% −26.493% −26.164%] (p = 0.00 < 0.05)
thrpt: [+35.435% +36.042% +36.828%]
Performance has improved.
Found 1 outliers among 10 measurements (10.00%)
1 (10.00%) low mild
FoR_cuda_u32/u32_FoR/1K time: [5.2116 µs 5.2613 µs 5.3102 µs]
thrpt: [718.37 MiB/s 725.05 MiB/s 731.96 MiB/s]
change:
time: [−26.511% −25.998% −25.368%] (p = 0.00 < 0.05)
thrpt: [+33.990% +35.132% +36.075%]
Performance has improved.
FoR_cuda_u32/u32_FoR/10K
time: [5.5475 µs 5.5554 µs 5.5633 µs]
thrpt: [6.6962 GiB/s 6.7057 GiB/s 6.7152 GiB/s]
change:
time: [−39.450% −39.349% −39.240%] (p = 0.00 < 0.05)
thrpt: [+64.582% +64.877% +65.153%]
Performance has improved.
Found 1 outliers among 10 measurements (10.00%)
1 (10.00%) low mild
FoR_cuda_u32/u32_FoR/100K
time: [9.3362 µs 9.3806 µs 9.4250 µs]
thrpt: [39.525 GiB/s 39.713 GiB/s 39.902 GiB/s]
change:
time: [−25.760% −25.359% −24.988%] (p = 0.00 < 0.05)
thrpt: [+33.312% +33.974% +34.698%]
Performance has improved.
FoR_cuda_u32/u32_FoR/1M time: [13.072 µs 13.168 µs 13.267 µs]
thrpt: [280.78 GiB/s 282.91 GiB/s 284.98 GiB/s]
change:
time: [−18.493% −14.861% −9.3593%] (p = 0.00 < 0.05)
thrpt: [+10.326% +17.455% +22.689%]
Performance has improved.
Found 1 outliers among 10 measurements (10.00%)
1 (10.00%) low mild
FoR_cuda_u32/u32_FoR/10M
time: [174.68 µs 174.95 µs 175.20 µs]
thrpt: [212.63 GiB/s 212.94 GiB/s 213.26 GiB/s]
change:
time: [−1.4814% −1.2404% −1.0022%] (p = 0.00 < 0.05)
thrpt: [+1.0124% +1.2560% +1.5036%]
Performance has improved.
FoR_cuda_u64/u64_FoR/1K time: [5.8007 µs 5.8204 µs 5.8478 µs]
thrpt: [1.2741 GiB/s 1.2801 GiB/s 1.2844 GiB/s]
change:
time: [−18.401% −18.040% −17.687%] (p = 0.00 < 0.05)
thrpt: [+21.488% +22.010% +22.551%]
Performance has improved.
FoR_cuda_u64/u64_FoR/10K
time: [13.322 µs 13.378 µs 13.445 µs]
thrpt: [5.5417 GiB/s 5.5695 GiB/s 5.5925 GiB/s]
change:
time: [−17.451% −17.049% −16.645%] (p = 0.00 < 0.05)
thrpt: [+19.969% +20.553% +21.140%]
Performance has improved.
FoR_cuda_u64/u64_FoR/100K
time: [12.205 µs 12.319 µs 12.462 µs]
thrpt: [59.788 GiB/s 60.478 GiB/s 61.044 GiB/s]
change:
time: [−19.829% −19.168% −18.499%] (p = 0.00 < 0.05)
thrpt: [+22.697% +23.713% +24.734%]
Performance has improved.
FoR_cuda_u64/u64_FoR/1M time: [33.368 µs 33.405 µs 33.464 µs]
thrpt: [222.65 GiB/s 223.04 GiB/s 223.28 GiB/s]
change:
time: [−7.8447% −7.4612% −7.0847%] (p = 0.00 < 0.05)
thrpt: [+7.6249% +8.0627% +8.5124%]
Performance has improved.
Found 1 outliers among 10 measurements (10.00%)
1 (10.00%) high mild
FoR_cuda_u64/u64_FoR/10M
time: [341.44 µs 341.72 µs 342.10 µs]
thrpt: [217.79 GiB/s 218.03 GiB/s 218.21 GiB/s]
change:
time: [−1.8864% −1.6840% −1.4901%] (p = 0.00 < 0.05)
thrpt: [+1.5126% +1.7128% +1.9226%]
Performance has improved.
```
Signed-off-by: Alexander Droste <alexander.droste@protonmail.com>1 parent d0160ff commit 7373931
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