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Mastering Uncertainty in Performance Estimations of Configurable Software Systems

Fitting times

The following numbers represent the median of model fitting times over 5 repetitions in minutes.

Model Πho

Software system Attribute T1 T2 T3
7z Time 4.1 1.8 5.1
Apache Energy 1.8 1.9
BerkeleyDBC Time 1.8 1.9 2.1
Dune Time 1.9 2 4.1
HSQLDB Energy 1.7 2.9 2.4
Hipacc Time 2 4.1 15.3
JavaGC Time 2 3.6 16.7
LLVM Energy 1.7 1.7 1.9
LLVM Time 1.8 2 1.9
PSQLDB Energy 1.7 1.7 1.8
Polly Time 1.9 2.7 7.8
VP8 Energy 1.7 1.8 2.1
VP9 Time 1.8 3.5 17.5
lrzip Time 1.9 2.3 3.6
x264 Energy 1.8 2.1 2.3
x264 Time 2.4 1.9 2.2

Model Πhe

Software system Attribute T1 T2 T3
7z Time 6.8 3 10.4
Apache Energy 2.4 3
BerkeleyDBC Time 2.3 3 3
Dune Time 2.2 3.3 9.7
HSQLDB Energy 2 5.3 3.3
Hipacc Time 2.3 22 58
JavaGC Time 2.4 9.8 26.2
LLVM Energy 2 2.2 2.8
LLVM Time 2.3 2.3 2.3
PSQLDB Energy 2.6 2.4 2.2
Polly Time 3.4 7.8 13.7
VP8 Energy 2.9 2.6 7
VP9 Time 3.7 37.5 245.8
lrzip Time 2.2 2.9 24.6
x264 Energy 2.4 2.7 7
x264 Time 14 2.2 2.9