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------------------------------- | |
backend | dask | |
merge type | gpu | |
rows-per-chunk | 50000000 | |
base-chunks | 4 | |
other-chunks | 4 | |
broadcast | default | |
protocol | ucx | |
device(s) | 0 | |
rmm-pool | False | |
frac-match | 0.3 | |
tcp | None | |
ib | None | |
nvlink | None | |
data-processed | 5.96 GiB | |
=============================== | |
Wall-clock | Throughput | |
------------------------------- | |
226.49 ms | 26.32 GiB/s | |
217.98 ms | 27.34 GiB/s | |
240.57 ms | 24.78 GiB/s | |
207.36 ms | 28.74 GiB/s | |
253.45 ms | 23.52 GiB/s | |
237.75 ms | 25.07 GiB/s | |
215.30 ms | 27.68 GiB/s | |
223.77 ms | 26.64 GiB/s | |
229.77 ms | 25.94 GiB/s | |
208.81 ms | 28.55 GiB/s | |
=============================== | |
------------------------------- | |
backend | dask | |
merge type | gpu | |
rows-per-chunk | 50000000 | |
base-chunks | 8 | |
other-chunks | 8 | |
broadcast | default | |
protocol | ucx | |
device(s) | 0 | |
rmm-pool | False | |
frac-match | 0.3 | |
tcp | None | |
ib | None | |
nvlink | None | |
data-processed | 11.92 GiB | |
=============================== | |
Wall-clock | Throughput | |
------------------------------- | |
981.79 ms | 12.14 GiB/s | |
879.93 ms | 13.55 GiB/s | |
854.19 ms | 13.96 GiB/s | |
865.64 ms | 13.77 GiB/s | |
874.47 ms | 13.63 GiB/s | |
793.21 ms | 15.03 GiB/s | |
701.13 ms | 17.00 GiB/s | |
767.72 ms | 15.53 GiB/s | |
1.30 s | 9.15 GiB/s | |
1.49 s | 7.99 GiB/s | |
=============================== | |
------------------------------- | |
backend | dask | |
merge type | gpu | |
rows-per-chunk | 50000000 | |
base-chunks | 16 | |
other-chunks | 16 | |
broadcast | default | |
protocol | ucx | |
device(s) | 0 | |
rmm-pool | False | |
frac-match | 0.3 | |
tcp | None | |
ib | None | |
nvlink | None | |
data-processed | 23.84 GiB | |
=============================== | |
Wall-clock | Throughput | |
------------------------------- | |
2.04 s | 11.66 GiB/s | |
1.72 s | 13.88 GiB/s | |
1.87 s | 12.78 GiB/s | |
2.21 s | 10.78 GiB/s | |
2.78 s | 8.59 GiB/s | |
2.39 s | 9.96 GiB/s | |
2.31 s | 10.34 GiB/s | |
2.49 s | 9.58 GiB/s | |
2.41 s | 9.90 GiB/s | |
2.74 s | 8.70 GiB/s | |
=============================== | |
------------------------------- | |
backend | dask | |
merge type | gpu | |
rows-per-chunk | 50000000 | |
base-chunks | 32 | |
other-chunks | 32 | |
broadcast | default | |
protocol | ucx | |
device(s) | 0 | |
rmm-pool | False | |
frac-match | 0.3 | |
tcp | None | |
ib | None | |
nvlink | None | |
data-processed | 47.68 GiB | |
=============================== | |
Wall-clock | Throughput | |
------------------------------- | |
11.83 s | 4.03 GiB/s | |
2.85 s | 16.73 GiB/s | |
3.64 s | 13.12 GiB/s | |
4.13 s | 11.54 GiB/s | |
4.10 s | 11.63 GiB/s | |
3.68 s | 12.97 GiB/s | |
3.72 s | 12.83 GiB/s | |
3.96 s | 12.04 GiB/s | |
3.43 s | 13.89 GiB/s | |
2.97 s | 16.07 GiB/s | |
=============================== | |
------------------------------- | |
backend | dask | |
merge type | gpu | |
rows-per-chunk | 50000000 | |
base-chunks | 64 | |
other-chunks | 64 | |
broadcast | default | |
protocol | ucx | |
device(s) | 0 | |
rmm-pool | False | |
frac-match | 0.3 | |
tcp | None | |
ib | None | |
nvlink | None | |
data-processed | 95.37 GiB | |
=============================== | |
Wall-clock | Throughput | |
------------------------------- | |
3.51 s | 27.18 GiB/s | |
3.87 s | 24.65 GiB/s | |
3.87 s | 24.62 GiB/s | |
3.76 s | 25.33 GiB/s | |
4.08 s | 23.36 GiB/s | |
3.93 s | 24.27 GiB/s | |
3.80 s | 25.10 GiB/s | |
3.87 s | 24.64 GiB/s | |
4.10 s | 23.25 GiB/s | |
3.74 s | 25.47 GiB/s | |
=============================== | |
------------------------------- | |
backend | dask | |
merge type | gpu | |
rows-per-chunk | 50000000 | |
base-chunks | 128 | |
other-chunks | 128 | |
broadcast | default | |
protocol | ucx | |
device(s) | 0 | |
rmm-pool | False | |
frac-match | 0.3 | |
tcp | None | |
ib | None | |
nvlink | None | |
data-processed | 190.73 GiB | |
=============================== | |
Wall-clock | Throughput | |
------------------------------- | |
5.11 s | 37.35 GiB/s | |
5.09 s | 37.44 GiB/s | |
4.61 s | 41.38 GiB/s | |
4.60 s | 41.50 GiB/s | |
5.25 s | 36.31 GiB/s | |
4.94 s | 38.59 GiB/s | |
5.13 s | 37.19 GiB/s | |
4.91 s | 38.88 GiB/s | |
5.26 s | 36.26 GiB/s | |
4.79 s | 39.84 GiB/s | |
=============================== |
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1 -- tcp
Throughput | 1.81 GiB +/- 244.76 MiB
Wall-Clock | 3.36 s +/- 458.07 ms
2 -- tcp
Throughput | 2.81 GiB +/- 203.61 MiB
Wall-Clock | 4.26 s +/- 310.66 ms
4 -- tcp
Throughput | 5.43 GiB +/- 398.78 MiB
Wall-Clock | 4.41 s +/- 332.48 ms
8 -- tcp
Throughput | 7.85 GiB +/- 1.10 GiB
Wall-Clock | 6.22 s +/- 1.04 s
16 -- tcp
Throughput | 10.80 GiB +/- 1.01 GiB
Wall-Clock | 8.92 s +/- 994.60 ms
32 -- tcp
Throughput | 19.11 GiB +/- 889.94 MiB
Wall-Clock | 10.00 s +/- 461.28 ms
1 -- ucx
Throughput | 10.46 GiB +/- 2.83 GiB
Wall-Clock | 606.84 ms +/- 143.16 ms
2 -- ucx
Throughput | 9.62 GiB +/- 2.20 GiB
Wall-Clock | 1.29 s +/- 240.96 ms
4 -- ucx
Throughput | 14.04 GiB +/- 3.94 GiB
Wall-Clock | 1.84 s +/- 520.96 ms
8 -- ucx
Throughput | 12.87 GiB +/- 3.94 GiB
Wall-Clock | 4.46 s +/- 2.68 s
16 -- ucx
Throughput | 25.22 GiB +/- 1.87 GiB
Wall-Clock | 3.80 s +/- 277.06 ms
32 -- ucx
Throughput | 38.29 GiB +/- 3.03 GiB
Wall-Clock | 5.01 s +/- 420.34 ms