This example demonstrates how to specify a set of tuning options and tune them for multiple problems.
The following DATA step creates a PROBLEMS=
data set named probs
that contains the list of tuning problems. This data set is the same as in the section Getting Started: The OPTMILP Option Tuner.
data probs; input name $1-8; datalines; a.air04 a.air05 ;
The following DATA step creates an OPTIONVALUES=
data set named optvals
that is different from the default set, which is described in the section Default Set of Tuning Options:
data optvals; input option $1-10 values $12-28 initial $30-32; datalines; cutclique -1, 0, 2 -1 cutgomory 1 heuristics ;
The optvals
data set contains a nondefault list of tuning values for the CUTCLIQUE= option in addition to initial values for the CUTCLIQUE=
and CUTGOMORY= options. The options for which sets of tuning values are not specified (in this case, the CUTGOMORY= and HEURISTICS=
options) are tuned for all available values if the number of values is finite. The options for which initial values are not
specified (in this case, the HEURISTICS= option) are tuned by using the default initial value.
The following statements call the OPTMILP option tuner and then print the ODS table TunerResults and the TUNEROUT= data set:
proc optmilp maxtime=300; tuner problems=probs optionvalues=optvals optionmode=user maxtime=1200 tunerout=out; performance nthreads=4; run; title "Tuner Output"; proc print data=out(obs=20); run;
The output is shown in Output 16.2.1.
Output 16.2.1: Multiple Problems with Specified Tuning Options: Output
Tuner Output |
Tuner Results | |||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|
Config 0 | Config 1 | Config 2 | Config 3 | Config 4 | Config 5 | Config 6 | Config 7 | Config 8 | Config 9 | Config 10 | |
cutclique | -1 | -1 | -1 | -1 | -1 | -1 | 0 | 0 | 0 | 0 | 0 |
cutgomory | 1 | 2 | 1 | 1 | 0 | 0 | 0 | 2 | -1 | 1 | 2 |
heuristics | -1 | 0 | 1 | 0 | 0 | 1 | 1 | 1 | 1 | 1 | 0 |
Mean of Run Times | 28.91 | 25.66 | 25.76 | 25.9 | 25.91 | 25.94 | 49.2 | 49.27 | 49.59 | 49.65 | 49.72 |
Sum of Run Times | 61.52 | 54.46 | 54.11 | 54.14 | 54.29 | 54.33 | 99.3 | 99.53 | 100.06 | 100.15 | 100.26 |
Percentage Successful | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 |
Tuner Output |
Obs | RANK | PROBLEM | OBJSENSE | cutclique | cutgomory | heuristics | STATUS | SOLUTION_STATUS | OBJECTIVE | RELATIVE_GAP | ABSOLUTE_GAP | NODES | SOLUTION_TIME |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1 | 0 | air04 | MIN | -1 | 1 | -1 | OK | OPTIMAL_RGAP | 56137.00 | .000089076 | 5.00000 | 125 | 20.27 |
2 | 0 | air05 | MIN | -1 | 1 | -1 | OK | OPTIMAL_RGAP | 26374.00 | .000082710 | 2.18123 | 1194 | 41.25 |
3 | 1 | air04 | MIN | -1 | 2 | 0 | OK | OPTIMAL_RGAP | 56137.00 | .000089076 | 5.00000 | 162 | 18.11 |
4 | 1 | air05 | MIN | -1 | 2 | 0 | OK | OPTIMAL | 26374.00 | 0 | 0.00000 | 858 | 36.35 |
5 | 2 | air04 | MIN | -1 | 1 | 1 | OK | OPTIMAL_RGAP | 56137.00 | .000089076 | 5.00000 | 193 | 18.79 |
6 | 2 | air05 | MIN | -1 | 1 | 1 | OK | OPTIMAL | 26374.00 | 0 | 0.00000 | 859 | 35.32 |
7 | 3 | air04 | MIN | -1 | 1 | 0 | OK | OPTIMAL_RGAP | 56137.00 | .000089076 | 5.00000 | 193 | 19.21 |
8 | 3 | air05 | MIN | -1 | 1 | 0 | OK | OPTIMAL | 26374.00 | 0 | 0.00000 | 859 | 34.92 |
9 | 4 | air04 | MIN | -1 | 0 | 0 | OK | OPTIMAL_RGAP | 56137.00 | .000089076 | 5.00000 | 193 | 19.05 |
10 | 4 | air05 | MIN | -1 | 0 | 0 | OK | OPTIMAL | 26374.00 | 0 | 0.00000 | 859 | 35.24 |
11 | 5 | air04 | MIN | -1 | 0 | 1 | OK | OPTIMAL_RGAP | 56137.00 | .000089076 | 5.00000 | 193 | 19.09 |
12 | 5 | air05 | MIN | -1 | 0 | 1 | OK | OPTIMAL | 26374.00 | 0 | 0.00000 | 859 | 35.24 |
13 | 6 | air04 | MIN | -1 | 2 | 1 | OK | OPTIMAL_RGAP | 56137.00 | .000089076 | 5.00000 | 162 | 18.11 |
14 | 6 | air05 | MIN | -1 | 2 | 1 | OK | OPTIMAL | 26374.00 | 0 | 0.00000 | 858 | 37.23 |
15 | 7 | air04 | MIN | -1 | -1 | 1 | OK | OPTIMAL_RGAP | 56137.00 | .000089076 | 5.00000 | 193 | 19.19 |
16 | 7 | air05 | MIN | -1 | -1 | 1 | OK | OPTIMAL | 26374.00 | 0 | 0.00000 | 859 | 35.78 |
17 | 8 | air04 | MIN | -1 | -1 | 0 | OK | OPTIMAL_RGAP | 56137.00 | .000089076 | 5.00000 | 193 | 20.11 |
18 | 8 | air05 | MIN | -1 | -1 | 0 | OK | OPTIMAL | 26374.00 | 0 | 0.00000 | 859 | 36.60 |
19 | 9 | air04 | MIN | 2 | 2 | 0 | OK | OPTIMAL_RGAP | 56137.00 | .000089076 | 5.00000 | 162 | 17.90 |
20 | 9 | air05 | MIN | 2 | 2 | 0 | OK | OPTIMAL_RGAP | 26374.00 | .000062540 | 1.64932 | 1170 | 41.53 |