gabriellefu commented on PR #23588:
URL: https://github.com/apache/kafka/pull/23588#issuecomment-6294594472
### JMH results (rack-aware picker)
Run with `StreamsAssignorBenchmark` on 33e9651144 (sticky assignor, now on
the picker from #23790), with every value of the benchmark parameters and 1 or
2 standby replicas: 640 runs (1 fork, 3 × 2s warmup, 5 × 2s measurement). A
cell is the average time of one assignment in ms, with the error where it is
above 10% of the score. **Full** is the assignment from empty; **incremental**
is the assignment after one member joins. Each process takes the value of every
tag key round-robin, and `host` has a value of its own per process.
The tables have the same setup as the run above: 1000 members, 100
subtopologies with 100 partitions each (10,000 tasks), no reported offsets.
**1000 processes (1 member per process)**
| rack.aware.assignment.tags | full, 1 standby | full, 2 standbys |
incremental, 1 standby | incremental, 2 standbys |
|---|---|---|---|---|
| none | 3.86 | 4.82 | 3.46 | 4.58 |
| cluster, zone | 6.08 | 7.57 | 6.01 | 8.51 |
| cluster, zone, rack | 6.45 | 8.17 | 6.11 | 9.00 |
| cluster, zone, host | 6.50 | 8.33 | 6.50 ± 0.90 | 9.69 |
| region, cluster, zone, rack, host | 7.28 | 10.19 | 6.93 | 10.65 |
**20 processes (50 members per process)**
| rack.aware.assignment.tags | full, 1 standby | full, 2 standbys |
incremental, 1 standby | incremental, 2 standbys |
|---|---|---|---|---|
| none | 4.18 | 5.16 | 3.27 | 4.54 |
| cluster, zone | 5.50 | 6.97 | 4.84 | 7.39 |
| cluster, zone, rack | 5.59 | 7.45 | 4.96 | 7.82 |
| cluster, zone, host | 5.71 | 7.31 | 5.03 | 7.91 |
| region, cluster, zone, rack, host | 6.27 | 8.31 | 5.64 | 8.62 |
Without rack-aware assignment tags an assignment takes 3.3–5.2 ms. With two
or three tag keys it takes 4.8–9.7 ms, and with five keys 5.6–10.7 ms. Compared
with the run on 31c3627126 above, five keys with 1000 processes and 2 standbys
go from 15.28 to 10.19 ms (full) and from 12.20 to 10.65 ms (incremental).
Across the whole grid at 10,000 tasks, the median slowdown over the
tag-blind run is 1.41× with two keys, 1.49× with three, 1.47× with three plus
host and 1.69× with five. It is smaller with 50 members per process (1.3–1.5×)
than with 1 (1.6–2.2×), since the picker tracks processes, not members. The
slowest run with tags takes 0.63 ms at 100 tasks, 1.7 ms at 1,000 tasks and
12.8 ms at 10,000 tasks (incremental, reported offsets, 2 standbys, five keys;
6.05 ms without tags). Reported offsets add 11–14% and the second standby
21–25%, with and without tags alike.
13 of the 640 runs have an error above 10% of the score; the largest is
27.5% (full, 100 members, 10,000 tasks, three keys, 1 standby: 5.82 ± 1.60 ms).
<details>
<summary>All results</summary>
```
./jmh-benchmarks/jmh.sh StreamsAssignorBenchmark.doAssignment \
-f 1 -wi 3 -w 2s -i 5 -r 2s \
-p assignorType=STICKY \
-p standbyReplicas=1,2
```
One line per configuration, score ± error in ms. The last five columns are
the `rackAwareTags` values: none; `cluster, zone`; `cluster, zone, rack`;
`cluster, zone, host`; `region, cluster, zone, rack, host`.
```
type members per process partitions subtopologies offsets
standbys none 2 keys 3 keys 3 + host
5 + host
FULL 100 1 10 10 NONE
1 0.045 ± 0.002 0.075 ± 0.002 0.079 ± 0.002 0.083 ± 0.001
0.100 ± 0.001
FULL 100 1 10 10 NONE
2 0.051 ± 0.001 0.077 ± 0.002 0.087 ± 0.004 0.092 ± 0.001
0.115 ± 0.001
FULL 100 1 10 10 OWNED_AND_DORMANT
1 0.045 ± 0.001 0.078 ± 0.003 0.087 ± 0.003 0.088 ± 0.002
0.105 ± 0.001
FULL 100 1 10 10 OWNED_AND_DORMANT
2 0.055 ± 0.001 0.089 ± 0.001 0.099 ± 0.001 0.098 ± 0.001
0.121 ± 0.002
FULL 100 1 10 100 NONE
1 0.313 ± 0.010 0.455 ± 0.025 0.483 ± 0.012 0.511 ± 0.015
0.569 ± 0.006
FULL 100 1 10 100 NONE
2 0.338 ± 0.007 0.560 ± 0.026 0.622 ± 0.022 0.662 ± 0.049
0.753 ± 0.013
FULL 100 1 10 100 OWNED_AND_DORMANT
1 0.309 ± 0.010 0.475 ± 0.014 0.500 ± 0.014 0.498 ± 0.006
0.575 ± 0.013
FULL 100 1 10 100 OWNED_AND_DORMANT
2 0.391 ± 0.014 0.648 ± 0.035 0.730 ± 0.043 0.738 ± 0.007
0.834 ± 0.045
FULL 100 1 100 10 NONE
1 0.272 ± 0.007 0.408 ± 0.009 0.443 ± 0.016 0.450 ± 0.034
0.523 ± 0.002
FULL 100 1 100 10 NONE
2 0.319 ± 0.012 0.519 ± 0.018 0.597 ± 0.022 0.595 ± 0.017
0.720 ± 0.015
FULL 100 1 100 10 OWNED_AND_DORMANT
1 0.261 ± 0.020 0.401 ± 0.016 0.418 ± 0.011 0.433 ± 0.010
0.473 ± 0.001
FULL 100 1 100 10 OWNED_AND_DORMANT
2 0.331 ± 0.007 0.541 ± 0.026 0.637 ± 0.037 0.613 ± 0.012
0.754 ± 0.007
FULL 100 1 100 100 NONE
1 3.958 ± 0.101 5.338 ± 0.143 5.818 ± 1.601 5.751 ± 0.277
6.336 ± 0.059
FULL 100 1 100 100 NONE
2 5.155 ± 0.193 7.021 ± 0.227 7.154 ± 0.295 7.444 ± 0.534
8.788 ± 0.143
FULL 100 1 100 100 OWNED_AND_DORMANT
1 3.656 ± 0.146 5.011 ± 0.249 5.165 ± 0.267 5.193 ± 0.017
5.505 ± 0.096
FULL 100 1 100 100 OWNED_AND_DORMANT
2 5.116 ± 0.244 7.200 ± 0.283 8.265 ± 0.381 7.568 ± 0.073
8.763 ± 0.046
FULL 100 50 10 10 NONE
1 0.036 ± 0.001 0.047 ± 0.001 0.049 ± 0.001 0.048 ± 0.001
0.053 ± 0.001
FULL 100 50 10 10 NONE
2 0.039 ± 0.001 0.050 ± 0.001 0.052 ± 0.001 0.052 ± 0.001
0.058 ± 0.001
FULL 100 50 10 10 OWNED_AND_DORMANT
1 0.042 ± 0.001 0.053 ± 0.001 0.053 ± 0.001 0.052 ± 0.001
0.057 ± 0.001
FULL 100 50 10 10 OWNED_AND_DORMANT
2 0.044 ± 0.001 0.057 ± 0.001 0.057 ± 0.001 0.060 ± 0.001
0.063 ± 0.001
FULL 100 50 10 100 NONE
1 0.292 ± 0.001 0.389 ± 0.011 0.398 ± 0.044 0.400 ± 0.014
0.422 ± 0.004
FULL 100 50 10 100 NONE
2 0.310 ± 0.004 0.413 ± 0.008 0.452 ± 0.009 0.430 ± 0.005
0.463 ± 0.004
FULL 100 50 10 100 OWNED_AND_DORMANT
1 0.339 ± 0.012 0.438 ± 0.013 0.437 ± 0.009 0.431 ± 0.002
0.483 ± 0.002
FULL 100 50 10 100 OWNED_AND_DORMANT
2 0.372 ± 0.007 0.481 ± 0.011 0.507 ± 0.015 0.503 ± 0.002
0.549 ± 0.007
FULL 100 50 100 10 NONE
1 0.271 ± 0.002 0.356 ± 0.006 0.352 ± 0.003 0.370 ± 0.007
0.406 ± 0.009
FULL 100 50 100 10 NONE
2 0.284 ± 0.002 0.376 ± 0.004 0.410 ± 0.004 0.401 ± 0.010
0.432 ± 0.010
FULL 100 50 100 10 OWNED_AND_DORMANT
1 0.298 ± 0.001 0.362 ± 0.002 0.388 ± 0.003 0.377 ± 0.007
0.414 ± 0.013
FULL 100 50 100 10 OWNED_AND_DORMANT
2 0.328 ± 0.003 0.428 ± 0.029 0.449 ± 0.007 0.458 ± 0.009
0.481 ± 0.010
FULL 100 50 100 100 NONE
1 3.465 ± 0.025 4.687 ± 0.041 4.500 ± 0.037 4.451 ± 0.167
4.766 ± 0.230
FULL 100 50 100 100 NONE
2 3.778 ± 0.046 5.369 ± 1.462 5.084 ± 0.159 4.979 ± 0.226
5.361 ± 0.169
FULL 100 50 100 100 OWNED_AND_DORMANT
1 4.260 ± 0.048 4.850 ± 0.172 5.209 ± 0.166 5.240 ± 0.214
5.465 ± 0.178
FULL 100 50 100 100 OWNED_AND_DORMANT
2 4.234 ± 0.018 5.650 ± 0.021 5.840 ± 0.290 5.794 ± 0.188
6.002 ± 0.215
FULL 1000 1 10 10 NONE
1 0.187 ± 0.005 0.453 ± 0.022 0.475 ± 0.019 0.539 ± 0.017
0.594 ± 0.005
FULL 1000 1 10 10 NONE
2 0.195 ± 0.006 0.463 ± 0.022 0.496 ± 0.023 0.560 ± 0.026
0.594 ± 0.012
FULL 1000 1 10 10 OWNED_AND_DORMANT
1 0.196 ± 0.004 0.467 ± 0.018 0.490 ± 0.020 0.545 ± 0.016
0.583 ± 0.014
FULL 1000 1 10 10 OWNED_AND_DORMANT
2 0.202 ± 0.005 0.497 ± 0.017 0.504 ± 0.022 0.569 ± 0.031
0.626 ± 0.009
FULL 1000 1 10 100 NONE
1 0.632 ± 0.020 1.022 ± 0.040 1.081 ± 0.165 1.140 ± 0.062
1.252 ± 0.021
FULL 1000 1 10 100 NONE
2 0.721 ± 0.020 1.092 ± 0.045 1.219 ± 0.033 1.290 ± 0.044
1.459 ± 0.019
FULL 1000 1 10 100 OWNED_AND_DORMANT
1 0.659 ± 0.025 1.138 ± 0.059 1.165 ± 0.057 1.183 ± 0.082
1.296 ± 0.028
FULL 1000 1 10 100 OWNED_AND_DORMANT
2 0.795 ± 0.027 1.277 ± 0.048 1.368 ± 0.040 1.385 ± 0.032
1.572 ± 0.019
FULL 1000 1 100 10 NONE
1 0.597 ± 0.007 0.971 ± 0.040 1.027 ± 0.031 1.073 ± 0.050
1.208 ± 0.038
FULL 1000 1 100 10 NONE
2 0.700 ± 0.002 1.027 ± 0.059 1.097 ± 0.037 1.207 ± 0.089
1.396 ± 0.071
FULL 1000 1 100 10 OWNED_AND_DORMANT
1 0.629 ± 0.141 1.059 ± 0.048 1.095 ± 0.044 1.109 ± 0.064
1.187 ± 0.039
FULL 1000 1 100 10 OWNED_AND_DORMANT
2 0.724 ± 0.011 1.203 ± 0.074 1.305 ± 0.044 1.295 ± 0.046
1.496 ± 0.053
FULL 1000 1 100 100 NONE
1 3.860 ± 0.009 6.075 ± 0.224 6.448 ± 0.234 6.504 ± 0.394
7.281 ± 0.359
FULL 1000 1 100 100 NONE
2 4.823 ± 0.047 7.571 ± 0.403 8.174 ± 0.619 8.329 ± 0.380
10.186 ± 0.397
FULL 1000 1 100 100 OWNED_AND_DORMANT
1 4.082 ± 0.042 6.283 ± 0.478 6.495 ± 0.341 6.727 ± 0.371
6.877 ± 0.412
FULL 1000 1 100 100 OWNED_AND_DORMANT
2 5.344 ± 0.102 8.539 ± 0.433 9.286 ± 0.584 9.927 ± 1.283
10.770 ± 0.601
FULL 1000 50 10 10 NONE
1 0.139 ± 0.011 0.154 ± 0.001 0.161 ± 0.004 0.163 ± 0.001
0.175 ± 0.001
FULL 1000 50 10 10 NONE
2 0.150 ± 0.004 0.172 ± 0.003 0.177 ± 0.001 0.179 ± 0.002
0.190 ± 0.001
FULL 1000 50 10 10 OWNED_AND_DORMANT
1 0.146 ± 0.003 0.163 ± 0.002 0.169 ± 0.001 0.179 ± 0.013
0.180 ± 0.001
FULL 1000 50 10 10 OWNED_AND_DORMANT
2 0.154 ± 0.004 0.178 ± 0.001 0.183 ± 0.002 0.186 ± 0.001
0.206 ± 0.013
FULL 1000 50 10 100 NONE
1 0.551 ± 0.014 0.674 ± 0.006 0.714 ± 0.005 0.736 ± 0.009
0.788 ± 0.001
FULL 1000 50 10 100 NONE
2 0.666 ± 0.032 0.919 ± 0.006 0.980 ± 0.022 0.944 ± 0.008
1.051 ± 0.011
FULL 1000 50 10 100 OWNED_AND_DORMANT
1 0.629 ± 0.018 0.817 ± 0.004 0.826 ± 0.012 0.789 ± 0.008
0.867 ± 0.011
FULL 1000 50 10 100 OWNED_AND_DORMANT
2 0.740 ± 0.009 1.060 ± 0.011 1.066 ± 0.029 1.058 ± 0.008
1.163 ± 0.033
FULL 1000 50 100 10 NONE
1 0.553 ± 0.071 0.660 ± 0.008 0.652 ± 0.021 0.689 ± 0.035
0.727 ± 0.031
FULL 1000 50 100 10 NONE
2 0.630 ± 0.014 0.833 ± 0.003 0.876 ± 0.033 0.870 ± 0.030
0.945 ± 0.032
FULL 1000 50 100 10 OWNED_AND_DORMANT
1 0.568 ± 0.015 0.711 ± 0.022 0.734 ± 0.018 0.693 ± 0.022
0.748 ± 0.024
FULL 1000 50 100 10 OWNED_AND_DORMANT
2 0.692 ± 0.002 0.945 ± 0.038 0.943 ± 0.036 0.918 ± 0.053
1.044 ± 0.022
FULL 1000 50 100 100 NONE
1 4.179 ± 0.106 5.498 ± 0.272 5.586 ± 0.263 5.712 ± 0.204
6.266 ± 0.252
FULL 1000 50 100 100 NONE
2 5.164 ± 0.145 6.975 ± 0.075 7.453 ± 0.338 7.313 ± 0.265
8.315 ± 0.298
FULL 1000 50 100 100 OWNED_AND_DORMANT
1 4.963 ± 0.168 6.286 ± 0.217 6.396 ± 0.203 6.306 ± 0.233
6.778 ± 0.354
FULL 1000 50 100 100 OWNED_AND_DORMANT
2 6.019 ± 0.060 7.724 ± 0.276 8.487 ± 0.332 8.204 ± 0.395
9.218 ± 0.028
INCREMENTAL 100 1 10 10 NONE
1 0.042 ± 0.001 0.075 ± 0.001 0.081 ± 0.002 0.085 ± 0.002
0.100 ± 0.001
INCREMENTAL 100 1 10 10 NONE
2 0.050 ± 0.001 0.084 ± 0.001 0.094 ± 0.001 0.099 ± 0.002
0.120 ± 0.002
INCREMENTAL 100 1 10 10 OWNED_AND_DORMANT
1 0.047 ± 0.001 0.083 ± 0.001 0.089 ± 0.002 0.091 ± 0.001
0.111 ± 0.001
INCREMENTAL 100 1 10 10 OWNED_AND_DORMANT
2 0.057 ± 0.001 0.092 ± 0.002 0.103 ± 0.002 0.106 ± 0.003
0.129 ± 0.002
INCREMENTAL 100 1 10 100 NONE
1 0.268 ± 0.003 0.421 ± 0.011 0.442 ± 0.015 0.459 ± 0.017
0.528 ± 0.004
INCREMENTAL 100 1 10 100 NONE
2 0.336 ± 0.003 0.610 ± 0.019 0.646 ± 0.028 0.676 ± 0.033
0.774 ± 0.013
INCREMENTAL 100 1 10 100 OWNED_AND_DORMANT
1 0.329 ± 0.003 0.503 ± 0.013 0.528 ± 0.018 0.527 ± 0.027
0.594 ± 0.011
INCREMENTAL 100 1 10 100 OWNED_AND_DORMANT
2 0.404 ± 0.003 0.724 ± 0.054 0.775 ± 0.030 0.799 ± 0.050
0.902 ± 0.028
INCREMENTAL 100 1 100 10 NONE
1 0.209 ± 0.001 0.352 ± 0.010 0.387 ± 0.017 0.391 ± 0.008
0.445 ± 0.004
INCREMENTAL 100 1 100 10 NONE
2 0.268 ± 0.003 0.547 ± 0.020 0.596 ± 0.023 0.609 ± 0.033
0.695 ± 0.015
INCREMENTAL 100 1 100 10 OWNED_AND_DORMANT
1 0.259 ± 0.002 0.418 ± 0.020 0.441 ± 0.022 0.457 ± 0.014
0.519 ± 0.002
INCREMENTAL 100 1 100 10 OWNED_AND_DORMANT
2 0.311 ± 0.008 0.630 ± 0.026 0.672 ± 0.042 0.685 ± 0.014
0.805 ± 0.005
INCREMENTAL 100 1 100 100 NONE
1 3.238 ± 0.007 5.022 ± 0.164 5.234 ± 0.239 5.368 ± 0.211
5.710 ± 0.047
INCREMENTAL 100 1 100 100 NONE
2 4.625 ± 0.044 7.447 ± 0.302 7.808 ± 0.351 7.929 ± 0.426
9.433 ± 0.278
INCREMENTAL 100 1 100 100 OWNED_AND_DORMANT
1 4.151 ± 0.054 6.351 ± 0.262 6.448 ± 0.295 6.582 ± 0.085
7.115 ± 0.064
INCREMENTAL 100 1 100 100 OWNED_AND_DORMANT
2 5.841 ± 0.282 9.345 ± 0.324 9.800 ± 0.451 9.824 ± 0.071
11.181 ± 0.120
INCREMENTAL 100 50 10 10 NONE
1 0.034 ± 0.001 0.045 ± 0.001 0.046 ± 0.001 0.047 ± 0.001
0.050 ± 0.001
INCREMENTAL 100 50 10 10 NONE
2 0.042 ± 0.001 0.051 ± 0.001 0.054 ± 0.001 0.053 ± 0.001
0.060 ± 0.001
INCREMENTAL 100 50 10 10 OWNED_AND_DORMANT
1 0.039 ± 0.001 0.051 ± 0.001 0.054 ± 0.001 0.053 ± 0.001
0.056 ± 0.001
INCREMENTAL 100 50 10 10 OWNED_AND_DORMANT
2 0.047 ± 0.001 0.060 ± 0.001 0.060 ± 0.001 0.061 ± 0.001
0.063 ± 0.001
INCREMENTAL 100 50 10 100 NONE
1 0.265 ± 0.002 0.363 ± 0.008 0.377 ± 0.007 0.389 ± 0.038
0.398 ± 0.001
INCREMENTAL 100 50 10 100 NONE
2 0.340 ± 0.007 0.446 ± 0.009 0.470 ± 0.011 0.458 ± 0.005
0.480 ± 0.001
INCREMENTAL 100 50 10 100 OWNED_AND_DORMANT
1 0.316 ± 0.012 0.452 ± 0.014 0.453 ± 0.010 0.464 ± 0.003
0.481 ± 0.004
INCREMENTAL 100 50 10 100 OWNED_AND_DORMANT
2 0.393 ± 0.010 0.522 ± 0.016 0.537 ± 0.013 0.537 ± 0.005
0.563 ± 0.017
INCREMENTAL 100 50 100 10 NONE
1 0.210 ± 0.006 0.309 ± 0.010 0.330 ± 0.006 0.328 ± 0.007
0.355 ± 0.006
INCREMENTAL 100 50 100 10 NONE
2 0.291 ± 0.005 0.407 ± 0.011 0.415 ± 0.011 0.416 ± 0.006
0.422 ± 0.010
INCREMENTAL 100 50 100 10 OWNED_AND_DORMANT
1 0.245 ± 0.007 0.362 ± 0.009 0.376 ± 0.010 0.377 ± 0.013
0.412 ± 0.014
INCREMENTAL 100 50 100 10 OWNED_AND_DORMANT
2 0.343 ± 0.007 0.458 ± 0.011 0.479 ± 0.060 0.489 ± 0.011
0.500 ± 0.018
INCREMENTAL 100 50 100 100 NONE
1 3.269 ± 0.191 4.280 ± 0.210 4.522 ± 0.519 4.432 ± 0.238
4.874 ± 0.184
INCREMENTAL 100 50 100 100 NONE
2 3.999 ± 0.175 5.433 ± 0.240 5.566 ± 0.309 5.794 ± 0.292
5.972 ± 0.283
INCREMENTAL 100 50 100 100 OWNED_AND_DORMANT
1 4.232 ± 0.215 5.536 ± 0.254 5.759 ± 0.652 5.680 ± 0.204
5.850 ± 0.337
INCREMENTAL 100 50 100 100 OWNED_AND_DORMANT
2 5.000 ± 0.217 6.445 ± 0.281 6.646 ± 0.339 6.683 ± 0.384
6.841 ± 0.265
INCREMENTAL 1000 1 10 10 NONE
1 0.187 ± 0.001 0.463 ± 0.009 0.473 ± 0.019 0.545 ± 0.025
0.594 ± 0.026
INCREMENTAL 1000 1 10 10 NONE
2 0.198 ± 0.004 0.479 ± 0.022 0.494 ± 0.027 0.580 ± 0.009
0.609 ± 0.021
INCREMENTAL 1000 1 10 10 OWNED_AND_DORMANT
1 0.193 ± 0.002 0.471 ± 0.022 0.490 ± 0.019 0.576 ± 0.046
0.601 ± 0.037
INCREMENTAL 1000 1 10 10 OWNED_AND_DORMANT
2 0.214 ± 0.004 0.500 ± 0.019 0.516 ± 0.022 0.607 ± 0.042
0.615 ± 0.006
INCREMENTAL 1000 1 10 100 NONE
1 0.579 ± 0.003 1.001 ± 0.020 1.070 ± 0.051 1.157 ± 0.115
1.239 ± 0.104
INCREMENTAL 1000 1 10 100 NONE
2 0.704 ± 0.029 1.184 ± 0.059 1.311 ± 0.096 1.423 ± 0.069
1.540 ± 0.063
INCREMENTAL 1000 1 10 100 OWNED_AND_DORMANT
1 0.684 ± 0.007 1.159 ± 0.083 1.194 ± 0.091 1.277 ± 0.062
1.374 ± 0.041
INCREMENTAL 1000 1 10 100 OWNED_AND_DORMANT
2 0.798 ± 0.020 1.356 ± 0.075 1.449 ± 0.047 1.577 ± 0.062
1.715 ± 0.012
INCREMENTAL 1000 1 100 10 NONE
1 0.512 ± 0.006 0.921 ± 0.021 0.959 ± 0.016 1.067 ± 0.016
1.180 ± 0.056
INCREMENTAL 1000 1 100 10 NONE
2 0.638 ± 0.010 1.124 ± 0.038 1.250 ± 0.020 1.328 ± 0.011
1.501 ± 0.077
INCREMENTAL 1000 1 100 10 OWNED_AND_DORMANT
1 0.614 ± 0.014 1.023 ± 0.018 1.099 ± 0.013 1.158 ± 0.018
1.285 ± 0.052
INCREMENTAL 1000 1 100 10 OWNED_AND_DORMANT
2 0.734 ± 0.021 1.245 ± 0.041 1.414 ± 0.031 1.448 ± 0.054
1.602 ± 0.122
INCREMENTAL 1000 1 100 100 NONE
1 3.463 ± 0.057 6.008 ± 0.231 6.107 ± 0.050 6.495 ± 0.901
6.926 ± 0.365
INCREMENTAL 1000 1 100 100 NONE
2 4.585 ± 0.046 8.508 ± 0.137 9.002 ± 0.117 9.692 ± 0.083
10.648 ± 0.779
INCREMENTAL 1000 1 100 100 OWNED_AND_DORMANT
1 4.554 ± 0.015 7.284 ± 0.071 7.600 ± 0.112 7.902 ± 0.281
8.568 ± 0.432
INCREMENTAL 1000 1 100 100 OWNED_AND_DORMANT
2 6.047 ± 0.252 10.391 ± 0.111 10.749 ± 0.115 11.270 ± 0.713
12.806 ± 0.607
INCREMENTAL 1000 50 10 10 NONE
1 0.125 ± 0.003 0.147 ± 0.004 0.149 ± 0.003 0.150 ± 0.004
0.160 ± 0.003
INCREMENTAL 1000 50 10 10 NONE
2 0.135 ± 0.003 0.167 ± 0.003 0.173 ± 0.005 0.171 ± 0.006
0.183 ± 0.002
INCREMENTAL 1000 50 10 10 OWNED_AND_DORMANT
1 0.130 ± 0.004 0.159 ± 0.019 0.159 ± 0.005 0.159 ± 0.007
0.167 ± 0.002
INCREMENTAL 1000 50 10 10 OWNED_AND_DORMANT
2 0.141 ± 0.003 0.178 ± 0.006 0.183 ± 0.014 0.181 ± 0.006
0.193 ± 0.002
INCREMENTAL 1000 50 10 100 NONE
1 0.462 ± 0.027 0.646 ± 0.025 0.674 ± 0.021 0.665 ± 0.035
0.706 ± 0.003
INCREMENTAL 1000 50 10 100 NONE
2 0.591 ± 0.032 0.935 ± 0.043 0.972 ± 0.043 0.968 ± 0.053
1.050 ± 0.021
INCREMENTAL 1000 50 10 100 OWNED_AND_DORMANT
1 0.550 ± 0.031 0.739 ± 0.038 0.767 ± 0.038 0.749 ± 0.048
0.829 ± 0.009
INCREMENTAL 1000 50 10 100 OWNED_AND_DORMANT
2 0.685 ± 0.035 1.056 ± 0.060 1.076 ± 0.080 1.088 ± 0.031
1.189 ± 0.012
INCREMENTAL 1000 50 100 10 NONE
1 0.413 ± 0.016 0.584 ± 0.007 0.593 ± 0.007 0.595 ± 0.001
0.651 ± 0.033
INCREMENTAL 1000 50 100 10 NONE
2 0.541 ± 0.020 0.837 ± 0.006 0.899 ± 0.009 0.892 ± 0.004
1.015 ± 0.040
INCREMENTAL 1000 50 100 10 OWNED_AND_DORMANT
1 0.491 ± 0.014 0.666 ± 0.013 0.686 ± 0.013 0.705 ± 0.001
0.761 ± 0.034
INCREMENTAL 1000 50 100 10 OWNED_AND_DORMANT
2 0.620 ± 0.002 0.983 ± 0.019 0.998 ± 0.007 1.016 ± 0.050
1.147 ± 0.084
INCREMENTAL 1000 50 100 100 NONE
1 3.272 ± 0.152 4.838 ± 0.071 4.958 ± 0.018 5.029 ± 0.167
5.645 ± 0.231
INCREMENTAL 1000 50 100 100 NONE
2 4.540 ± 0.130 7.393 ± 0.122 7.821 ± 0.709 7.905 ± 0.295
8.625 ± 0.601
INCREMENTAL 1000 50 100 100 OWNED_AND_DORMANT
1 4.400 ± 0.054 6.021 ± 0.033 6.393 ± 0.048 6.300 ± 0.011
6.961 ± 0.273
INCREMENTAL 1000 50 100 100 OWNED_AND_DORMANT
2 5.991 ± 0.075 9.286 ± 0.074 9.997 ± 1.525 9.406 ± 0.531
10.862 ± 0.386
```
</details>
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