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Benchmark Results - Problem C1 - Initialization Strategies

Tested Initialization strategies:

name class params Constraint-aware
fast InitFast False
ros(u) InitRandomOneShot uniform=True
ignore_constraints=False
True
ros(nu) InitRandomOneShot uniform=False
ignore_constraints=False
True
ros(u,uncon) InitRandomOneShot uniform=True
ignore_constraints=True
False
ros(nu,uncon) InitRandomOneShot uniform=False
ignore_constraints=True
False
rb(2) InitRandomBatched b=2
ignore_constraints=False
True
rb(4) InitRandomBatched b=4
ignore_constraints=False
True
rb(8) InitRandomBatched b=8
ignore_constraints=False
True
rb(16) InitRandomBatched b=16
ignore_constraints=False
True
e(2) InitEager nc=2
ignore_constraints=False
True
e(4) InitEager nc=4
ignore_constraints=False
True
e(8) InitEager nc=8
ignore_constraints=False
True
e(16) InitEager nc=16
ignore_constraints=False
True

Time Duration

d n k m fast ros(u) ros(nu) ros(u,uncon) ros(nu,uncon) rb(2) rb(4) rb(8) rb(16) e(2) e(4) e(8) e(16)
2 100 10 2 35.19 μsec ± 10.0% 45.42 μsec ± 10.7% 43.38 μsec ± 8.7% 35.71 μsec ± 9.1% 35.48 μsec ± 6.3% 78.33 μsec ± 16.0% 101.3 μsec ± 12.5% 146.5 μsec ± 10.2% 158.1 μsec ± 3.2% 411.0 μsec ± 8.4% 617.8 μsec ± 9.9% 1.088 msec ± 6.5% 2.078 msec ± 7.8%
2 200 20 4 60.96 μsec ± 5.1% 76.92 μsec ± 5.4% 77.71 μsec ± 6.7% 59.48 μsec ± 4.0% 59.81 μsec ± 5.0% 102.0 μsec ± 21.9% 134.2 μsec ± 8.8% 195.7 μsec ± 10.0% 281.7 μsec ± 9.5% 826.5 μsec ± 5.9% 1.287 msec ± 4.5% 2.262 msec ± 4.2% 4.221 msec ± 3.6%
2 300 30 6 92.02 μsec ± 4.5% 118.1 μsec ± 7.0% 114.6 μsec ± 2.6% 85.71 μsec ± 1.4% 90.23 μsec ± 4.1% 143.3 μsec ± 2.8% 165.9 μsec ± 4.9% 222.2 μsec ± 6.8% 348.3 μsec ± 3.9% 1.283 msec ± 4.9% 2.076 msec ± 4.1% 3.540 msec ± 2.6% 6.650 msec ± 3.3%
2 400 40 8 126.5 μsec ± 8.7% 166.2 μsec ± 6.3% 159.5 μsec ± 1.9% 113.7 μsec ± 3.4% 123.1 μsec ± 7.4% 206.7 μsec ± 7.0% 219.3 μsec ± 5.5% 277.8 μsec ± 3.4% 410.4 μsec ± 5.9% 1.818 msec ± 3.9% 2.774 msec ± 3.9% 4.901 msec ± 1.9% 9.132 msec ± 1.3%
2 600 60 12 204.7 μsec ± 2.8% 275.5 μsec ± 4.9% 273.9 μsec ± 4.0% 180.4 μsec ± 2.9% 191.6 μsec ± 4.3% 326.8 μsec ± 3.8% 368.9 μsec ± 10.6% 412.0 μsec ± 3.4% 553.0 μsec ± 5.5% 2.932 msec ± 4.1% 4.885 msec ± 2.1% 8.335 msec ± 2.1% 15.77 msec ± 2.0%
2 800 80 16 302.2 μsec ± 5.3% 411.9 μsec ± 5.6% 406.7 μsec ± 3.1% 258.6 μsec ± 3.0% 264.9 μsec ± 3.5% 460.9 μsec ± 2.9% 514.2 μsec ± 8.0% 573.5 μsec ± 9.9% 702.1 μsec ± 9.7% 4.396 msec ± 5.0% 7.234 msec ± 1.8% 12.47 msec ± 2.8% 22.80 msec ± 1.7%
2 1200 120 24 571.6 μsec ± 4.8% 771.3 μsec ± 0.9% 784.8 μsec ± 3.0% 444.8 μsec ± 8.2% 496.5 μsec ± 12.6% 955.8 μsec ± 11.2% 886.1 μsec ± 7.8% 1.001 msec ± 4.3% 1.164 msec ± 3.8% 7.336 msec ± 3.2% 12.26 msec ± 1.6% 20.97 msec ± 1.7% 39.87 msec ± 0.5%
2 1600 160 32 872.5 μsec ± 2.4% 1.350 msec ± 5.0% 1.482 msec ± 9.2% 813.2 μsec ± 9.5% 776.6 μsec ± 17.3% 1.404 msec ± 6.3% 1.481 msec ± 6.1% 1.672 msec ± 6.8% 1.770 msec ± 5.5% 11.39 msec ± 1.3% 18.96 msec ± 2.5% 33.47 msec ± 1.2% 60.18 msec ± 1.8%
2 2400 240 48 1.540 msec ± 3.2% 3.047 msec ± 7.6% 2.728 msec ± 0.6% 1.559 msec ± 8.4% 1.795 msec ± 4.9% 2.946 msec ± 8.0% 3.067 msec ± 4.9% 3.055 msec ± 1.5% 3.320 msec ± 7.1% 20.82 msec ± 1.8% 34.50 msec ± 3.5% 63.16 msec ± 0.9% 117.5 msec ± 0.7%
2 3200 320 64 2.623 msec ± 0.2% 5.146 msec ± 5.2% 4.935 msec ± 4.5% 3.126 msec ± 6.3% 2.683 msec ± 1.7% 5.051 msec ± 1.2% 5.541 msec ± 3.1% 5.256 msec ± 3.3% 5.912 msec ± 7.0% 33.88 msec ± 2.0% 57.08 msec ± 1.8% 100.3 msec ± 0.9% 189.1 msec ± 1.2%
2 4800 480 96 5.151 msec ± 0.5% 11.94 msec ± 0.2% 12.22 msec ± 1.0% 6.993 msec ± 3.5% 6.964 msec ± 2.4% 12.21 msec ± 0.3% 12.27 msec ± 0.5% 12.52 msec ± 1.4% 12.85 msec ± 0.5% 69.93 msec ± 0.2% 120.7 msec ± 1.0% 211.4 msec ± 1.1% 405.7 msec ± 1.0%
2 6400 640 128 8.372 msec ± 0.1% 23.68 msec ± 0.3% 25.02 msec ± 0.5% 14.82 msec ± 5.5% 15.29 msec ± 1.2% 24.60 msec ± 1.2% 25.17 msec ± 0.2% 25.56 msec ± 2.8% 26.19 msec ± 0.4% 130.9 msec ± 0.3% 222.1 msec ± 0.3% 400.4 msec ± 0.6% 766.7 msec ± 1.0%
Geomean: 475.7 μsec ± 3.9% 757.9 μsec ± 4.9% 752.2 μsec ± 3.8% 486.6 μsec ± 5.4% 498.7 μsec ± 5.8% 879.4 μsec ± 6.8% 964.3 μsec ± 6.0% 1.113 msec ± 5.3% 1.340 msec ± 5.1% 6.483 msec ± 3.4% 10.59 msec ± 3.0% 18.56 msec ± 2.2% 34.82 msec ± 2.2%

Diversity Score

d n k m fast ros(u) ros(nu) ros(u,uncon) ros(nu,uncon) rb(2) rb(4) rb(8) rb(16) e(2) e(4) e(8) e(16)
2 100 10 2 0.053 ± 0.0% 0.286 ± 29.3% 0.351 ± 18.6% 0.358 ± 21.1% 0.381 ± 18.4% 0.413 ± 15.4% 0.525 ± 15.2% 0.670 ± 7.6% 0.688 ± 4.4% 0.749 ± 3.1% 0.750 ± 2.0% 0.763 ± 2.8% 0.787 ± 2.9%
2 200 20 4 0.050 ± 0.0% 0.214 ± 8.6% 0.299 ± 8.5% 0.210 ± 13.3% 0.297 ± 9.8% 0.321 ± 7.7% 0.351 ± 11.2% 0.426 ± 6.7% 0.469 ± 5.2% 0.524 ± 2.1% 0.546 ± 1.5% 0.546 ± 2.0% 0.550 ± 1.6%
2 300 30 6 0.046 ± 0.0% 0.171 ± 6.6% 0.232 ± 4.7% 0.165 ± 9.7% 0.218 ± 5.5% 0.215 ± 8.2% 0.274 ± 5.5% 0.279 ± 5.3% 0.314 ± 7.8% 0.377 ± 3.7% 0.388 ± 1.8% 0.402 ± 0.7% 0.401 ± 1.9%
2 400 40 8 0.037 ± 0.0% 0.150 ± 3.4% 0.191 ± 6.3% 0.145 ± 10.9% 0.179 ± 6.3% 0.187 ± 7.6% 0.214 ± 7.3% 0.239 ± 5.0% 0.259 ± 5.5% 0.314 ± 2.3% 0.331 ± 1.4% 0.339 ± 1.4% 0.349 ± 1.1%
2 600 60 12 0.034 ± 0.0% 0.117 ± 6.6% 0.149 ± 5.8% 0.114 ± 6.8% 0.142 ± 3.7% 0.155 ± 6.2% 0.171 ± 4.6% 0.185 ± 5.8% 0.207 ± 6.7% 0.253 ± 1.9% 0.262 ± 0.7% 0.268 ± 1.1% 0.277 ± 1.2%
2 800 80 16 0.029 ± 0.0% 0.102 ± 5.6% 0.127 ± 4.7% 0.101 ± 3.8% 0.130 ± 4.9% 0.133 ± 5.4% 0.150 ± 5.2% 0.169 ± 2.6% 0.175 ± 1.7% 0.217 ± 1.3% 0.225 ± 0.8% 0.231 ± 0.8% 0.234 ± 1.3%
2 1200 120 24 0.019 ± 0.0% 0.086 ± 5.7% 0.103 ± 3.8% 0.081 ± 4.6% 0.104 ± 2.9% 0.104 ± 3.5% 0.118 ± 4.0% 0.127 ± 4.8% 0.142 ± 2.4% 0.176 ± 0.8% 0.182 ± 0.7% 0.186 ± 0.9% 0.190 ± 0.1%
2 1600 160 32 0.015 ± 0.0% 0.069 ± 2.3% 0.086 ± 5.1% 0.071 ± 4.4% 0.088 ± 2.7% 0.091 ± 3.7% 0.105 ± 3.0% 0.113 ± 2.1% 0.117 ± 2.1% 0.147 ± 1.8% 0.153 ± 0.9% 0.158 ± 0.7% 0.161 ± 0.7%
2 2400 240 48 0.014 ± 0.0% 0.058 ± 2.5% 0.073 ± 2.0% 0.058 ± 4.3% 0.070 ± 0.6% 0.065 ± 4.7% 0.077 ± 3.7% 0.089 ± 4.2% 0.089 ± 5.8% 0.119 ± 0.8% 0.124 ± 1.5% 0.128 ± 0.8% 0.130 ± 0.6%
2 3200 320 64 0.012 ± 0.0% 0.050 ± 3.7% 0.064 ± 2.3% 0.050 ± 0.0% 0.063 ± 2.9% 0.057 ± 6.0% 0.064 ± 1.9% 0.076 ± 2.8% 0.080 ± 4.0% 0.103 ± 0.7% 0.108 ± 0.7% 0.109 ± 0.3% 0.112 ± 0.5%
2 4800 480 96 0.010 ± 0.0% 0.042 ± 1.1% 0.050 ± 1.0% 0.042 ± 0.8% 0.049 ± 2.1% 0.050 ± 2.3% 0.057 ± 3.8% 0.061 ± 1.4% 0.064 ± 1.2% 0.082 ± 1.4% 0.088 ± 0.2% 0.090 ± 0.2% 0.091 ± 0.4%
2 6400 640 128 0.008 ± 0.0% 0.036 ± 1.1% 0.045 ± 0.7% 0.034 ± 1.5% 0.043 ± 1.6% 0.041 ± 2.4% 0.047 ± 1.6% 0.051 ± 0.2% 0.053 ± 1.6% 0.070 ± 1.0% 0.076 ± 0.1% 0.077 ± 0.5% 0.079 ± 0.1%
Geomean: 0.023 ± 0.0% 0.094 ± 6.2% 0.119 ± 5.2% 0.094 ± 6.7% 0.118 ± 5.1% 0.119 ± 6.1% 0.137 ± 5.6% 0.154 ± 4.1% 0.164 ± 4.0% 0.202 ± 1.7% 0.211 ± 1.0% 0.216 ± 1.0% 0.220 ± 1.0%

Constraint Score

d n k m fast ros(u) ros(nu) ros(u,uncon) ros(nu,uncon) rb(2) rb(4) rb(8) rb(16) e(2) e(4) e(8) e(16)
2 100 10 2 0.556 ± 0.0% 1.000 ± 0.0% 1.000 ± 0.0% 1.000 ± 1.4% 1.000 ± 5.6% 1.000 ± 0.0% 1.000 ± 0.0% 1.000 ± 0.0% 1.000 ± 0.0% 1.000 ± 0.0% 1.000 ± 0.0% 1.000 ± 0.0% 1.000 ± 0.0%
2 200 20 4 0.471 ± 0.0% 1.000 ± 0.0% 1.000 ± 0.0% 0.941 ± 4.7% 0.941 ± 3.1% 1.000 ± 0.0% 1.000 ± 0.0% 1.000 ± 0.0% 1.000 ± 0.0% 1.000 ± 0.0% 1.000 ± 0.0% 1.000 ± 0.0% 1.000 ± 0.0%
2 300 30 6 0.440 ± 0.0% 1.000 ± 0.0% 1.000 ± 0.0% 0.920 ± 4.3% 0.920 ± 2.7% 1.000 ± 0.0% 1.000 ± 0.0% 1.000 ± 0.0% 1.000 ± 0.0% 1.000 ± 0.0% 1.000 ± 0.0% 1.000 ± 0.0% 1.000 ± 0.0%
2 400 40 8 0.394 ± 0.0% 1.000 ± 0.0% 1.000 ± 0.0% 0.909 ± 2.1% 0.909 ± 2.1% 1.000 ± 0.0% 1.000 ± 0.0% 1.000 ± 0.0% 1.000 ± 0.0% 1.000 ± 0.0% 1.000 ± 0.0% 1.000 ± 0.0% 1.000 ± 0.0%
2 600 60 12 0.429 ± 0.0% 1.000 ± 0.0% 1.000 ± 0.0% 0.898 ± 1.7% 0.918 ± 2.8% 1.000 ± 0.0% 1.000 ± 0.0% 1.000 ± 0.0% 1.000 ± 0.0% 1.000 ± 0.0% 1.000 ± 0.0% 1.000 ± 0.0% 1.000 ± 0.0%
2 800 80 16 0.400 ± 0.0% 1.000 ± 0.0% 1.000 ± 0.0% 0.900 ± 2.8% 0.908 ± 1.3% 1.000 ± 0.0% 1.000 ± 0.0% 1.000 ± 0.0% 1.000 ± 0.0% 1.000 ± 0.0% 1.000 ± 0.0% 1.000 ± 0.0% 1.000 ± 0.0%
2 1200 120 24 0.381 ± 0.0% 1.000 ± 0.0% 1.000 ± 0.0% 0.897 ± 2.0% 0.902 ± 2.4% 1.000 ± 0.0% 1.000 ± 0.0% 1.000 ± 0.0% 1.000 ± 0.0% 1.000 ± 0.0% 1.000 ± 0.0% 1.000 ± 0.0% 1.000 ± 0.0%
2 1600 160 32 0.372 ± 0.0% 1.000 ± 0.0% 1.000 ± 0.0% 0.907 ± 2.4% 0.895 ± 1.5% 1.000 ± 0.0% 1.000 ± 0.0% 1.000 ± 0.0% 1.000 ± 0.0% 1.000 ± 0.0% 1.000 ± 0.0% 1.000 ± 0.0% 1.000 ± 0.0%
2 2400 240 48 0.383 ± 0.0% 1.000 ± 0.0% 1.000 ± 0.0% 0.917 ± 1.6% 0.902 ± 2.1% 1.000 ± 0.0% 1.000 ± 0.0% 1.000 ± 0.0% 1.000 ± 0.0% 1.000 ± 0.0% 1.000 ± 0.0% 1.000 ± 0.0% 1.000 ± 0.0%
2 3200 320 64 0.409 ± 0.0% 1.000 ± 0.0% 1.000 ± 0.0% 0.889 ± 0.9% 0.899 ± 1.9% 1.000 ± 0.0% 1.000 ± 0.0% 1.000 ± 0.0% 1.000 ± 0.0% 1.000 ± 0.0% 1.000 ± 0.0% 1.000 ± 0.0% 1.000 ± 0.0%
2 4800 480 96 0.384 ± 0.0% 1.000 ± 0.0% 1.000 ± 0.0% 0.897 ± 0.7% 0.917 ± 1.0% 1.000 ± 0.0% 1.000 ± 0.0% 1.000 ± 0.0% 1.000 ± 0.0% 1.000 ± 0.0% 1.000 ± 0.0% 1.000 ± 0.0% 1.000 ± 0.0%
2 6400 640 128 0.384 ± 0.0% 1.000 ± 0.0% 1.000 ± 0.0% 0.897 ± 0.3% 0.903 ± 0.3% 1.000 ± 0.0% 1.000 ± 0.0% 1.000 ± 0.0% 1.000 ± 0.0% 1.000 ± 0.0% 1.000 ± 0.0% 1.000 ± 0.0% 1.000 ± 0.0%
Mean: 0.417 ± 0.0% 1.000 ± 0.0% 1.000 ± 0.0% 0.914 ± 2.1% 0.918 ± 2.3% 1.000 ± 0.0% 1.000 ± 0.0% 1.000 ± 0.0% 1.000 ± 0.0% 1.000 ± 0.0% 1.000 ± 0.0% 1.000 ± 0.0% 1.000 ± 0.0%