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learning_output.txt
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learning_output.txt
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jayanths-mbp:src mj$ ~/Documents/softwares/alchemy-2/bin/learnwts -i distance_rules.mln -o distance_rules_learned.mln -t outputID_GOPR0060.db -ne Distance,PartOfSameGroup,Leader,Visitor
----------------- parameters ----------------
-i = distance_rules.mln
-cw =
-ow =
-m = 0
-a = 0
-p = 0
-ms = 0
-simtp = 0
-seed = -1
-lazy = 0
-lazyNoApprox = 0
-memLimit = -1
-mwsMaxSteps = 1000000
-tries = 1
-targetWt = 0
-hard = 0
-heuristic = 2
-tabuLength = 10
-lazyLowState = 0
-burnMinSteps = 100
-burnMaxSteps = 100
-minSteps = -1
-maxSteps = 1000
-maxSeconds = -1
-subInterval = 2
-numRuns = 3
-numSwap = 10
-numSolutions = 10
-saRatio = 50
-saTemperature = 80
-lateSa = 1
-numChains = 10
-delta = 0.05
-epsilonError = 0.01
-fracConverged = 0.95
-walksatType = 1
-samplesPerTest = 100
-periodic = 0
-infer =
-d = 0
-g = 0
-o = distance_rules_learned.mln
-t = outputID_GOPR0060.db
-l =
-ne = Distance,PartOfSameGroup,Leader,Visitor
-noAddUnitClauses = 0
-multipleDatabases = 0
-withEM = 0
-dNumIter = 100
-dMaxSec = 0
-dMaxMin = 0
-dMaxHour = 0
-dLearningRate = 0.001
-dMomentum = 0
-dNoPW = 0
-dVP = 0
-dNewton = 0
-dCG = 0
-cgLambda = 100
-cgMaxLambda = 1.79769e+308
-cgMinLLChange = 1e-05
-cgNoPrecond = 0
-queryEvidence = 0
-dInitWithLogOdds = 0
-dMwsMaxSubsequentSteps = -1
-gMaxIter = 10000
-gConvThresh = 1e-05
-gNoEqualPredWt = 0
-noPrior = 0
-priorMean = 0
-priorStdDev = -1
-lvg = 0
-ic =
----------------- end of parameters ----------------
priorStdDev set to (discriminative learning's) default of 2
Parsing MLN and creating domains...
WARNING in "outputID_GOPR0060.db": line 24, col -1: Duplicate ground predicate Leader(P12) found.
Found internal predicate: lessThan_dist
h1
h4
h1
h2
h3
Found internal predicate: lessThanEq_dist
h1
h4
h1
h2
h3
Found internal predicate: greaterThan_dist
h1
h2
h3
Adding clauses to MLN...
converting to CNF:
formula 0: Distance(p1,p2,d,t) ^ d < 100 ^ p1 != p2 => PartOfSameGroup(p1,p2,t)
CNF conversion took 0 secs
formula 1: Distance(p1,p2,d,t) ^ d <= 25 ^ PartOfSameGroup(p1,p2,t) ^ Visitor(p2) => Visitor(p1)
CNF conversion took 0 secs
formula 2: Distance(p1,p2,d,t) ^ d > 22 ^ d < 100 ^ PartOfSameGroup(p1,p2,t) ^ Visitor(p2) => Leader(p1)
CNF conversion took 0 secs
formula 3: Visitor(p1) => !Leader(p1)
CNF conversion took 0 secs
Parsing MLN and creating domains took 0.75 secs
idx 0: 1 !Distance(a1,a2,a3,a4) v PartOfSameGroup(a1,a2,a4) v a1 = a2 v !(a3 < 100)
idx 0: 1 !Distance(a1,a2,a3,a4) v !PartOfSameGroup(a1,a2,a4) v Visitor(a1) v !Visitor(a2) v !(a3 < 25)
idx 0: 1 !Distance(a1,a2,a3,a4) v !PartOfSameGroup(a1,a2,a4) v Leader(a1) v !Visitor(a2) v !(a3 < 100) v !(a3 > 22)
idx 0: 1 !Leader(a1) v !Visitor(a1)
idx 0: 0 Distance(a1,a2,a3,a4)
idx 0: 0 PartOfSameGroup(a1,a2,a3)
idx 0: 0 Leader(a1)
idx 0: 0 Visitor(a1)
Setting number of MCMC steps to 714
constructing state for domain 0...
Set hard weight to 417924
creating mrf...
number of grounded predicates = 105084
number of grounded clauses = 133490
Time taken to construct MRF = 1 mins, 21.34 secs
[VS] 1 mins, 22.1 secs
>>> DONE: Initial num. of clauses: 133490
done constructing variable states
Constructing discriminative learner...
Initializing weights ...
List of CNF Clauses :
0:1 !Distance(-1,-2,-3,-4) v PartOfSameGroup(-1,-2,-4) v -1 = -2 v !(-3 < 100)
1:1 !Distance(-1,-2,-3,-4) v !PartOfSameGroup(-1,-2,-4) v Visitor(-1) v !Visitor(-2) v !(-3 < 25)
2:1 !Distance(-1,-2,-3,-4) v !PartOfSameGroup(-1,-2,-4) v Leader(-1) v !Visitor(-2) v !(-3 < 100) v !(-3 > 22)
3:1 !Leader(-1) v !Visitor(-1)
4:1 Distance(-1,-2,-3,-4)
5:1 PartOfSameGroup(-1,-2,-3)
6:1 Leader(-1)
7:1 Visitor(-1)
Initializing MC-SAT with MaxWalksat on hard clauses...
learning (discriminative) weights ..
Iteration 1 :
Elapsed time: 0s
Running inference ...
Running MC-SAT sampling...
Sample (per pred) 100, time elapsed = 35.16 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 200, time elapsed = 1 mins, 11.95 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 300, time elapsed = 1 mins, 47.28 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 400, time elapsed = 2 mins, 22.25 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 500, time elapsed = 2 mins, 57.89 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 600, time elapsed = 3 mins, 33.24 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 700, time elapsed = 4 mins, 8.34 secs, num. preds = 105084, num. clauses = 133490
Done MC-SAT sampling. 714 samples.
Final ground predicate number: 105084
Final ground clause number: 133490
Time taken for MC-SAT sampling = 4 mins, 14.15 secs
Time taken for SampleSat = 2 mins, 59.9 secs
Done with inference
Getting gradient...
8
7.01806e+06 3.41169e+06 6.82337e+06 7363 3.72204e+07 279877 5054 5065
Maximum estimated improvement: 99582.9
Weights: New Average
0: 0.184897 0.184897
1: 0.173317 0.173317
2: 0.010129 0.010129
3: 1.35481 1.35481
4: -1.91475 -1.91475
5: -1.34941 -1.34941
6: -1.69147 -1.69147
7: -0.795603 -0.795603
Iteration 2 :
Elapsed time: 254.22s (4m 14s)
Running inference ...
Running MC-SAT sampling...
Sample (per pred) 100, time elapsed = 43.82 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 200, time elapsed = 1 mins, 26.92 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 300, time elapsed = 2 mins, 11.08 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 400, time elapsed = 2 mins, 56.84 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 500, time elapsed = 3 mins, 41.27 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 600, time elapsed = 4 mins, 24.1 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 700, time elapsed = 5 mins, 8.1 secs, num. preds = 105084, num. clauses = 133490
Done MC-SAT sampling. 714 samples.
Final ground predicate number: 105084
Final ground clause number: 133490
Time taken for MC-SAT sampling = 5 mins, 14.55 secs
Time taken for SampleSat = 3 mins, 53.08 secs
Done with inference
Getting gradient...
8
8.59415e+06 3.62622e+06 7.24564e+06 9920 9.46268e+06 141299 1408 1628
Pred*dist = -50335.5
Real*dist = -24396.5
Lambda = 100
Maximum estimated improvement: 369.521
Weights: New Average
0: 0.345791 0.265344
1: 0.225606 0.199462
2: 0.0163705 0.0132497
3: 1.37924 1.36702
4: -1.92872 -1.92173
5: -1.58786 -1.46864
6: -1.84567 -1.76857
7: -0.530647 -0.663125
Iteration 3 :
Elapsed time: 568.84s (9m 28s)
Running inference ...
Running MC-SAT sampling...
Sample (per pred) 100, time elapsed = 47.11 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 200, time elapsed = 1 mins, 35.35 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 300, time elapsed = 2 mins, 24.54 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 400, time elapsed = 3 mins, 13.17 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 500, time elapsed = 4 mins, 2.18 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 600, time elapsed = 4 mins, 50.64 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 700, time elapsed = 5 mins, 38.66 secs, num. preds = 105084, num. clauses = 133490
Done MC-SAT sampling. 714 samples.
Final ground predicate number: 105084
Final ground clause number: 133490
Time taken for MC-SAT sampling = 5 mins, 45.71 secs
Time taken for SampleSat = 4 mins, 24.38 secs
Done with inference
Getting gradient...
8
8.70293e+06 3.62636e+06 7.24276e+06 9915 9.2203e+06 137800 1300 1833
Pred*dist = -193.775
Real*dist = -338.968
Lambda = 50
Maximum estimated improvement: 12539.8
Weights: New Average
0: 1.00731 0.512665
1: 0.338029 0.245651
2: 0.0286627 0.0183874
3: 1.42825 1.38743
4: -2.90058 -2.24802
5: -2.06876 -1.66868
6: -2.01978 -1.85231
7: -0.223035 -0.516428
Iteration 4 :
Elapsed time: 914.61s (15m 14s)
Running inference ...
Running MC-SAT sampling...
Sample (per pred) 100, time elapsed = 42.39 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 200, time elapsed = 1 mins, 24.28 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 300, time elapsed = 2 mins, 6.92 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 400, time elapsed = 2 mins, 48.43 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 500, time elapsed = 3 mins, 30.04 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 600, time elapsed = 4 mins, 11.49 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 700, time elapsed = 4 mins, 54.08 secs, num. preds = 105084, num. clauses = 133490
Done MC-SAT sampling. 714 samples.
Final ground predicate number: 105084
Final ground clause number: 133490
Time taken for MC-SAT sampling = 5 mins, 0.34 secs
Time taken for SampleSat = 3 mins, 38.94 secs
Done with inference
Getting gradient...
8
9.19958e+06 3.63346e+06 7.25554e+06 9884 3.64264e+06 89902 952 3893
Pred*dist = -6313.72
Real*dist = -4452.55
Lambda = 50
Maximum estimated improvement: 525.247
Weights: New Average
0: 1.35798 0.723994
1: 0.743251 0.370051
2: 0.0470745 0.0255592
3: 1.51181 1.41852
4: -3.0009 -2.43624
5: -2.1479 -1.78849
6: -1.94209 -1.87475
7: -0.393519 -0.485701
Iteration 5 :
Elapsed time: 1215s (20m 15s)
Running inference ...
Running MC-SAT sampling...
Sample (per pred) 100, time elapsed = 41.39 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 200, time elapsed = 1 mins, 23.74 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 300, time elapsed = 2 mins, 5.8 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 400, time elapsed = 2 mins, 47.12 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 500, time elapsed = 3 mins, 29.72 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 600, time elapsed = 4 mins, 11.97 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 700, time elapsed = 4 mins, 54.14 secs, num. preds = 105084, num. clauses = 133490
Done MC-SAT sampling. 714 samples.
Final ground predicate number: 105084
Final ground clause number: 133490
Time taken for MC-SAT sampling = 5 mins, 0.69 secs
Time taken for SampleSat = 3 mins, 39.2 secs
Done with inference
Getting gradient...
8
9.2559e+06 3.63603e+06 7.26432e+06 9903 3.26030e+06 85525 1095 2854
Pred*dist = -271.272
Real*dist = -441.348
Lambda = 25
Maximum estimated improvement: 3234.68
Weights: New Average
0: 2.28226 1.03565
1: 1.26991 0.550023
2: 0.00739194 0.0219257
3: 1.5037 1.43556
4: -3.79851 -2.70869
5: -2.20636 -1.87206
6: -1.98344 -1.89649
7: -0.347327 -0.458026
Iteration 6 :
Elapsed time: 1515.77s (25m 15s)
Running inference ...
Running MC-SAT sampling...
Sample (per pred) 100, time elapsed = 37.61 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 200, time elapsed = 1 mins, 15.59 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 300, time elapsed = 1 mins, 52.88 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 400, time elapsed = 2 mins, 30.89 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 500, time elapsed = 3 mins, 8.56 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 600, time elapsed = 3 mins, 46.44 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 700, time elapsed = 4 mins, 24.24 secs, num. preds = 105084, num. clauses = 133490
Done MC-SAT sampling. 714 samples.
Final ground predicate number: 105084
Final ground clause number: 133490
Time taken for MC-SAT sampling = 4 mins, 29.83 secs
Time taken for SampleSat = 3 mins, 7.95 secs
Done with inference
Getting gradient...
8
9.33728e+06 3.63784e+06 7.27008e+06 9886 1.47586e+06 69642 928 3694
Pred*dist = -1639.55
Real*dist = -1133.11
Lambda = 25
Maximum estimated improvement: 283.576
Weights: New Average
0: 2.99504 1.36221
1: 2.11237 0.810414
2: -0.638206 -0.0880963
3: 1.61325 1.46517
4: -3.97851 -2.92033
5: -1.91016 -1.87841
6: -1.75686 -1.87322
7: -0.693263 -0.497232
Iteration 7 :
Elapsed time: 1785.67s (29m 45s)
Running inference ...
Running MC-SAT sampling...
Sample (per pred) 100, time elapsed = 38.01 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 200, time elapsed = 1 mins, 15.68 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 300, time elapsed = 1 mins, 53.41 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 400, time elapsed = 2 mins, 31.77 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 500, time elapsed = 3 mins, 9.33 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 600, time elapsed = 3 mins, 46.88 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 700, time elapsed = 4 mins, 24.84 secs, num. preds = 105084, num. clauses = 133490
Done MC-SAT sampling. 714 samples.
Final ground predicate number: 105084
Final ground clause number: 133490
Time taken for MC-SAT sampling = 4 mins, 30.62 secs
Time taken for SampleSat = 3 mins, 8.71 secs
Done with inference
Getting gradient...
8
9.34902e+06 3.63840e+06 7.2281e+06 9965 1.26143e+06 105036 50 9256
Pred*dist = -166.01
Real*dist = -166.969
Lambda = 12.5
Maximum estimated improvement: 364.672
Weights: New Average
0: 3.41779 1.65587
1: 1.99977 0.980322
2: -0.462514 -0.141585
3: 1.42374 1.45926
4: -4.27227 -3.11346
5: -2.06238 -1.90469
6: 0.379224 -1.55144
7: -3.46251 -0.920844
Iteration 8 :
Elapsed time: 2056.34s (34m 16s)
Running inference ...
Running MC-SAT sampling...
Sample (per pred) 100, time elapsed = 35.76 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 200, time elapsed = 1 mins, 12.39 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 300, time elapsed = 1 mins, 48.29 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 400, time elapsed = 2 mins, 24.25 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 500, time elapsed = 3 mins, 1.13 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 600, time elapsed = 3 mins, 37.11 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 700, time elapsed = 4 mins, 13.2 secs, num. preds = 105084, num. clauses = 133490
Done MC-SAT sampling. 714 samples.
Final ground predicate number: 105084
Final ground clause number: 133490
Time taken for MC-SAT sampling = 4 mins, 18.55 secs
Time taken for SampleSat = 2 mins, 57 secs
Done with inference
Getting gradient...
8
9.35255e+06 3.63852e+06 7.27664e+06 9921 920887 73328 5854 300
Pred*dist = -261.082
Real*dist = -148.519
Lambda = 12.5
Maximum estimated improvement: 214.494
Weights: New Average
0: 3.93203 1.94039
1: 1.56946 1.05396
2: -1.63773 -0.328603
3: 1.42904 1.45548
4: -4.54388 -3.29227
5: -1.9899 -1.91534
6: -0.9063 -1.4708
7: -1.54918 -0.999386
Iteration 9 :
Elapsed time: 2314.95s (38m 34s)
Running inference ...
Running MC-SAT sampling...
Sample (per pred) 100, time elapsed = 35.05 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 200, time elapsed = 1 mins, 11.15 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 300, time elapsed = 1 mins, 46.63 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 400, time elapsed = 2 mins, 22.39 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 500, time elapsed = 2 mins, 57.89 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 600, time elapsed = 3 mins, 32.98 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 700, time elapsed = 4 mins, 8.26 secs, num. preds = 105084, num. clauses = 133490
Done MC-SAT sampling. 714 samples.
Final ground predicate number: 105084
Final ground clause number: 133490
Time taken for MC-SAT sampling = 4 mins, 13.51 secs
Time taken for SampleSat = 2 mins, 51.71 secs
Done with inference
Getting gradient...
8
9.3547e+06 3.63853e+06 7.1878e+06 9990 779820 124905 67 9760
Pred*dist = -152.392
Real*dist = 29.7521
Lambda = 50
Backtracking!
Iteration 9 :
Elapsed time: 2568.53s (42m 48s)
Running inference ...
Running MC-SAT sampling...
Sample (per pred) 100, time elapsed = 36.44 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 200, time elapsed = 1 mins, 13.36 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 300, time elapsed = 1 mins, 49.54 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 400, time elapsed = 2 mins, 26.26 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 500, time elapsed = 3 mins, 2.71 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 600, time elapsed = 3 mins, 39.52 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 700, time elapsed = 4 mins, 15.82 secs, num. preds = 105084, num. clauses = 133490
Done MC-SAT sampling. 714 samples.
Final ground predicate number: 105084
Final ground clause number: 133490
Time taken for MC-SAT sampling = 4 mins, 21.23 secs
Time taken for SampleSat = 2 mins, 58.8 secs
Done with inference
Getting gradient...
8
1.87051e+07 7.27703e+06 1.4553e+07 19850 1.84012e+06 147954 11595 630
Lambda = 50
Maximum estimated improvement: 123.067
Weights: New Average
0: 3.72725 2.13893
1: 1.74028 1.13022
2: -0.745815 -0.37496
3: 1.41678 1.45118
4: -4.44568 -3.42042
5: -2.02932 -1.92801
6: -0.298836 -1.34058
7: -2.58356 -1.1754
Iteration 10 :
Elapsed time: 2829.82s (47m 9s)
Running inference ...
Running MC-SAT sampling...
Sample (per pred) 100, time elapsed = 36.18 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 200, time elapsed = 1 mins, 12.29 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 300, time elapsed = 1 mins, 49.05 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 400, time elapsed = 2 mins, 25.19 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 500, time elapsed = 3 mins, 1.18 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 600, time elapsed = 3 mins, 37.05 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 700, time elapsed = 4 mins, 14.99 secs, num. preds = 105084, num. clauses = 133490
Done MC-SAT sampling. 714 samples.
Final ground predicate number: 105084
Final ground clause number: 133490
Time taken for MC-SAT sampling = 4 mins, 20.32 secs
Time taken for SampleSat = 2 mins, 57.54 secs
Done with inference
Getting gradient...
8
9.35406e+06 3.63842e+06 7.2753e+06 9892 775067 74849 3687 1008
Pred*dist = -99.206
Real*dist = -83.4047
Lambda = 25
Maximum estimated improvement: 81.9891
Weights: New Average
0: 3.97933 2.32297
1: 1.8001 1.19721
2: -1.76106 -0.513569
3: 1.46861 1.45292
4: -4.58269 -3.53665
5: -2.00131 -1.93534
6: -0.621948 -1.26872
7: -1.80986 -1.23885
Iteration 11 :
Elapsed time: 3090.21s (51m 30s)
Running inference ...
Running MC-SAT sampling...
Sample (per pred) 100, time elapsed = 35.23 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 200, time elapsed = 1 mins, 11.49 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 300, time elapsed = 1 mins, 46.63 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 400, time elapsed = 2 mins, 21.8 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 500, time elapsed = 2 mins, 57.47 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 600, time elapsed = 3 mins, 32.61 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 700, time elapsed = 4 mins, 7.87 secs, num. preds = 105084, num. clauses = 133490
Done MC-SAT sampling. 714 samples.
Final ground predicate number: 105084
Final ground clause number: 133490
Time taken for MC-SAT sampling = 4 mins, 13.06 secs
Time taken for SampleSat = 2 mins, 51.11 secs
Done with inference
Getting gradient...
8
9.35487e+06 3.63851e+06 7.18012e+06 9990 763695 127414 127 9447
Pred*dist = -63.783
Real*dist = 69.1138
Lambda = 100
Backtracking!
Iteration 11 :
Elapsed time: 3343.33s (55m 43s)
Running inference ...
Running MC-SAT sampling...
Sample (per pred) 100, time elapsed = 35.89 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 200, time elapsed = 1 mins, 11.77 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 300, time elapsed = 1 mins, 50.2 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 400, time elapsed = 2 mins, 28.14 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 500, time elapsed = 3 mins, 5.42 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 600, time elapsed = 3 mins, 41.53 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 700, time elapsed = 4 mins, 17.97 secs, num. preds = 105084, num. clauses = 133490
Done MC-SAT sampling. 714 samples.
Final ground predicate number: 105084
Final ground clause number: 133490
Time taken for MC-SAT sampling = 4 mins, 23.39 secs
Time taken for SampleSat = 2 mins, 59.47 secs
Done with inference
Getting gradient...
8
1.8708e+07 7.27677e+06 1.45492e+07 19766 1.5521e+06 149767 7157 2339
Lambda = 100
Maximum estimated improvement: 68.8716
Weights: New Average
0: 4.0069 2.47605
1: 1.77033 1.24931
2: -0.898228 -0.548538
3: 1.46849 1.45434
4: -4.59772 -3.63311
5: -2.00129 -1.94133
6: -0.666931 -1.21401
7: -2.20625 -1.3268
Iteration 12 :
Elapsed time: 3606.78s (1h 0m 6s)
Running inference ...
Running MC-SAT sampling...
Sample (per pred) 100, time elapsed = 34.96 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 200, time elapsed = 1 mins, 11.08 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 300, time elapsed = 1 mins, 46.72 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 400, time elapsed = 2 mins, 22.46 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 500, time elapsed = 2 mins, 57.83 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 600, time elapsed = 3 mins, 35.18 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 700, time elapsed = 4 mins, 10.69 secs, num. preds = 105084, num. clauses = 133490
Done MC-SAT sampling. 714 samples.
Final ground predicate number: 105084
Final ground clause number: 133490
Time taken for MC-SAT sampling = 4 mins, 15.96 secs
Time taken for SampleSat = 2 mins, 53.63 secs
Done with inference
Getting gradient...
8
9.35472e+06 3.63823e+06 7.2717e+06 9866 667896 76869 2208 2301
Pred*dist = -54.774
Real*dist = -43.4512
Lambda = 50
Maximum estimated improvement: 43.5427
Weights: New Average
0: 4.30127 2.62815
1: 2.00365 1.31217
2: -1.30135 -0.611273
3: 1.56301 1.46339
4: -4.73584 -3.72501
5: -1.9719 -1.94388
6: -0.985924 -1.195
7: -2.05923 -1.38783
Iteration 13 :
Elapsed time: 3862.8s (1h 4m 22s)
Running inference ...
Running MC-SAT sampling...
Sample (per pred) 100, time elapsed = 35.24 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 200, time elapsed = 1 mins, 10.38 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 300, time elapsed = 1 mins, 45.54 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 400, time elapsed = 2 mins, 20.79 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 500, time elapsed = 2 mins, 56.44 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 600, time elapsed = 3 mins, 31.55 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 700, time elapsed = 4 mins, 6.34 secs, num. preds = 105084, num. clauses = 133490
Done MC-SAT sampling. 714 samples.
Final ground predicate number: 105084
Final ground clause number: 133490
Time taken for MC-SAT sampling = 4 mins, 12.13 secs
Time taken for SampleSat = 2 mins, 50.22 secs
Done with inference
Getting gradient...
8
9.35523e+06 3.6383e+06 7.24317e+06 9927 608330 93864 254 7701
Pred*dist = -33.1675
Real*dist = -12.875
Lambda = 50
Maximum estimated improvement: 10.9426
Weights: New Average
0: 4.38491 2.76329
1: 2.03818 1.36802
2: -1.27649 -0.662444
3: 1.53712 1.46906
4: -4.78077 -3.80622
5: -1.99969 -1.94817
6: -0.753671 -1.16105
7: -2.33031 -1.46033
Iteration 14 :
Elapsed time: 4114.99s (1h 8m 34s)
Running inference ...
Running MC-SAT sampling...
Sample (per pred) 100, time elapsed = 34.89 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 200, time elapsed = 1 mins, 9.85 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 300, time elapsed = 1 mins, 45.37 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 400, time elapsed = 2 mins, 20.52 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 500, time elapsed = 2 mins, 55.51 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 600, time elapsed = 3 mins, 31.02 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 700, time elapsed = 4 mins, 6.18 secs, num. preds = 105084, num. clauses = 133490
Done MC-SAT sampling. 714 samples.
Final ground predicate number: 105084
Final ground clause number: 133490
Time taken for MC-SAT sampling = 4 mins, 11.46 secs
Time taken for SampleSat = 2 mins, 49.35 secs
Done with inference
Getting gradient...
8
9.35541e+06 3.63825e+06 7.25407e+06 9908 570815 85476 611 6037
Pred*dist = -8.96359
Real*dist = -7.07347
Lambda = 25
Maximum estimated improvement: 10.7089
Weights: New Average
0: 4.49761 2.88717
1: 2.19418 1.42703
2: -1.26057 -0.705167
3: 1.53423 1.47372
4: -4.85689 -3.88127
5: -2.01265 -1.95278
6: -0.747299 -1.1315
7: -2.61526 -1.54283
Iteration 15 :
Elapsed time: 4366.5s (1h 12m 46s)
Running inference ...
Running MC-SAT sampling...
Sample (per pred) 100, time elapsed = 34.46 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 200, time elapsed = 1 mins, 10.08 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 300, time elapsed = 1 mins, 45.03 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 400, time elapsed = 2 mins, 20.35 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 500, time elapsed = 2 mins, 55.36 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 600, time elapsed = 3 mins, 30.54 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 700, time elapsed = 4 mins, 5.77 secs, num. preds = 105084, num. clauses = 133490
Done MC-SAT sampling. 714 samples.
Final ground predicate number: 105084
Final ground clause number: 133490
Time taken for MC-SAT sampling = 4 mins, 11.01 secs
Time taken for SampleSat = 2 mins, 48.81 secs
Done with inference
Getting gradient...
8
9.3556e+06 3.63843e+06 7.27219e+06 9900 517786 74349 2116 1964
Pred*dist = -6.91067
Real*dist = -2.7085
Lambda = 25
Maximum estimated improvement: 6.61545
Weights: New Average
0: 4.54162 2.99747
1: 2.11818 1.47311
2: -1.47776 -0.756673
3: 1.53423 1.47775
4: -4.89992 -3.94918
5: -1.98654 -1.95503
6: -0.963275 -1.12028
7: -2.43888 -1.60256
Iteration 16 :
Elapsed time: 4617.58s (1h 16m 57s)
Running inference ...
Running MC-SAT sampling...
Sample (per pred) 100, time elapsed = 34.74 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 200, time elapsed = 1 mins, 9.76 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 300, time elapsed = 1 mins, 44.27 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 400, time elapsed = 2 mins, 19.38 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 500, time elapsed = 2 mins, 54.14 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 600, time elapsed = 3 mins, 29.03 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 700, time elapsed = 4 mins, 4.28 secs, num. preds = 105084, num. clauses = 133490
Done MC-SAT sampling. 714 samples.
Final ground predicate number: 105084
Final ground clause number: 133490
Time taken for MC-SAT sampling = 4 mins, 9.47 secs
Time taken for SampleSat = 2 mins, 47.82 secs
Done with inference
Getting gradient...
8
9.35561e+06 3.63826e+06 7.25243e+06 9930 512441 86844 458 6076
Pred*dist = -4.99738
Real*dist = 1.74434
Lambda = 100
Backtracking!
Iteration 16 :
Elapsed time: 4867.1s (1h 21m 7s)
Running inference ...
Running MC-SAT sampling...
Sample (per pred) 100, time elapsed = 34.7 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 200, time elapsed = 1 mins, 9.59 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 300, time elapsed = 1 mins, 44.37 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 400, time elapsed = 2 mins, 19.79 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 500, time elapsed = 2 mins, 54.91 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 600, time elapsed = 3 mins, 30.03 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 700, time elapsed = 4 mins, 5.42 secs, num. preds = 105084, num. clauses = 133490
Done MC-SAT sampling. 714 samples.
Final ground predicate number: 105084
Final ground clause number: 133490
Time taken for MC-SAT sampling = 4 mins, 10.57 secs
Time taken for SampleSat = 2 mins, 48.21 secs
Done with inference
Getting gradient...
8
1.87112e+07 7.27674e+06 1.45407e+07 19755 1.03867e+06 151393 3674 4888
Lambda = 100
Maximum estimated improvement: 1.00531
Weights: New Average
0: 4.49738 3.09121
1: 2.18031 1.51731
2: -1.28814 -0.78989
3: 1.54715 1.48209
4: -4.86511 -4.00642
5: -2.00399 -1.95809
6: -0.823035 -1.10171
7: -2.57824 -1.66354
Iteration 17 :
Elapsed time: 5117.73s (1h 25m 17s)
Running inference ...
Running MC-SAT sampling...
Sample (per pred) 100, time elapsed = 34.37 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 200, time elapsed = 1 mins, 8.83 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 300, time elapsed = 1 mins, 43.72 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 400, time elapsed = 2 mins, 18.75 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 500, time elapsed = 2 mins, 53.45 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 600, time elapsed = 3 mins, 28.64 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 700, time elapsed = 4 mins, 3.9 secs, num. preds = 105084, num. clauses = 133490
Done MC-SAT sampling. 714 samples.
Final ground predicate number: 105084
Final ground clause number: 133490
Time taken for MC-SAT sampling = 4 mins, 9.32 secs
Time taken for SampleSat = 2 mins, 47.54 secs
Done with inference
Getting gradient...
8
9.3556e+06 3.63831e+06 7.26739e+06 9867 518389 78249 1389 3487
Pred*dist = -0.921068
Real*dist = -0.745301
Lambda = 50
Maximum estimated improvement: 2.4306
Weights: New Average
0: 4.51665 3.17506
1: 2.21304 1.55823
2: -1.3598 -0.823414
3: 1.59526 1.48875
4: -4.89748 -4.05884
5: -1.99284 -1.96013
6: -0.956628 -1.09317
7: -2.61796 -1.71968
Iteration 18 :
Elapsed time: 5367.12s (1h 29m 27s)
Running inference ...
Running MC-SAT sampling...
Sample (per pred) 100, time elapsed = 34.4 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 200, time elapsed = 1 mins, 8.87 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 300, time elapsed = 1 mins, 43.82 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 400, time elapsed = 2 mins, 19.28 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 500, time elapsed = 2 mins, 53.96 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 600, time elapsed = 3 mins, 28.31 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 700, time elapsed = 4 mins, 4.23 secs, num. preds = 105084, num. clauses = 133490
Done MC-SAT sampling. 714 samples.
Final ground predicate number: 105084
Final ground clause number: 133490
Time taken for MC-SAT sampling = 4 mins, 9.38 secs
Time taken for SampleSat = 2 mins, 47.88 secs
Done with inference
Getting gradient...
8
9.3556e+06 3.6384e+06 7.26264e+06 9937 503437 80670 989 4190
Pred*dist = -1.95252
Real*dist = -1.18605
Lambda = 50
Maximum estimated improvement: 0.132629
Weights: New Average
0: 4.52017 3.24979
1: 2.1839 1.59299
2: -1.36042 -0.853247
3: 1.56742 1.49312
4: -4.90081 -4.10561
5: -1.99388 -1.96201
6: -0.960596 -1.08581
7: -2.64423 -1.77105
Iteration 19 :
Elapsed time: 5616.56s (1h 33m 36s)
Running inference ...
Running MC-SAT sampling...
Sample (per pred) 100, time elapsed = 34.83 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 200, time elapsed = 1 mins, 9.3 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 300, time elapsed = 1 mins, 44.55 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 400, time elapsed = 2 mins, 19.35 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 500, time elapsed = 2 mins, 54.07 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 600, time elapsed = 3 mins, 28.4 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 700, time elapsed = 4 mins, 3.87 secs, num. preds = 105084, num. clauses = 133490
Done MC-SAT sampling. 714 samples.
Final ground predicate number: 105084
Final ground clause number: 133490
Time taken for MC-SAT sampling = 4 mins, 9.19 secs
Time taken for SampleSat = 2 mins, 47.67 secs
Done with inference
Getting gradient...
8
9.35562e+06 3.63839e+06 7.2643e+06 9915 502089 79699 985 3899
Pred*dist = -0.125194
Real*dist = -0.1138
Lambda = 25
Maximum estimated improvement: 0.6978
Weights: New Average
0: 4.52545 3.31693
1: 2.09635 1.61948
2: -1.39388 -0.881702
3: 1.52521 1.49481
4: -4.91743 -4.14834
5: -1.98987 -1.96348
6: -0.999662 -1.08127
7: -2.725 -1.82126
Iteration 20 :
Elapsed time: 5865.82s (1h 37m 45s)
Running inference ...
Running MC-SAT sampling...
Sample (per pred) 100, time elapsed = 34.32 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 200, time elapsed = 1 mins, 8.76 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 300, time elapsed = 1 mins, 44.14 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 400, time elapsed = 2 mins, 19.38 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 500, time elapsed = 2 mins, 53.94 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 600, time elapsed = 3 mins, 29.22 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 700, time elapsed = 4 mins, 4.27 secs, num. preds = 105084, num. clauses = 133490
Done MC-SAT sampling. 714 samples.
Final ground predicate number: 105084
Final ground clause number: 133490
Time taken for MC-SAT sampling = 4 mins, 9.53 secs
Time taken for SampleSat = 2 mins, 47.81 secs
Done with inference
Getting gradient...
8
9.35567e+06 3.6383e+06 7.26346e+06 9898 494859 80153 1049 4091
Pred*dist = -0.585601
Real*dist = -0.495687
Lambda = 12.5
Maximum estimated improvement: 0.370561
Weights: New Average
0: 4.48939 3.37555
1: 2.18088 1.64755
2: -1.41453 -0.908343
3: 1.54125 1.49713
4: -4.92703 -4.18728
5: -1.9893 -1.96477
6: -1.05631 -1.08002
7: -2.82854 -1.87162
Iteration 21 :
Elapsed time: 6115.41s (1h 41m 55s)
Running inference ...
Running MC-SAT sampling...
Sample (per pred) 100, time elapsed = 34.41 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 200, time elapsed = 1 mins, 9.53 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 300, time elapsed = 1 mins, 44.68 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 400, time elapsed = 2 mins, 19.31 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 500, time elapsed = 2 mins, 54.37 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 600, time elapsed = 3 mins, 29.59 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 700, time elapsed = 4 mins, 4.2 secs, num. preds = 105084, num. clauses = 133490
Done MC-SAT sampling. 714 samples.
Final ground predicate number: 105084
Final ground clause number: 133490
Time taken for MC-SAT sampling = 4 mins, 9.33 secs
Time taken for SampleSat = 2 mins, 47.83 secs
Done with inference
Getting gradient...
8
9.35567e+06 3.63835e+06 7.26539e+06 9899 489123 80643 1058 3568
Pred*dist = -0.329972
Real*dist = -0.261627
Lambda = 6.25
Maximum estimated improvement: 0.924778
Weights: New Average
0: 4.43975 3.42623
1: 2.15142 1.67155
2: -1.52125 -0.937529
3: 1.54565 1.49944
4: -4.94156 -4.22319
5: -1.99292 -1.96611
6: -1.18487 -1.08502
7: -2.93186 -1.92211
Iteration 22 :
Elapsed time: 6364.8s (1h 46m 4s)
Running inference ...
Running MC-SAT sampling...
Sample (per pred) 100, time elapsed = 34.04 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 200, time elapsed = 1 mins, 9.61 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 300, time elapsed = 1 mins, 44.21 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 400, time elapsed = 2 mins, 18.65 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 500, time elapsed = 2 mins, 53.03 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 600, time elapsed = 3 mins, 28.39 secs, num. preds = 105084, num. clauses = 133490
Sample (per pred) 700, time elapsed = 4 mins, 3 secs, num. preds = 105084, num. clauses = 133490
Done MC-SAT sampling. 714 samples.
Final ground predicate number: 105084
Final ground clause number: 133490
Time taken for MC-SAT sampling = 4 mins, 8.09 secs
Time taken for SampleSat = 2 mins, 46.39 secs
Done with inference
Getting gradient...
8
9.35562e+06 3.63828e+06 7.26176e+06 9911 485868 81222 761 4008
Pred*dist = -0.59417
Real*dist = -0.312247
Lambda = 6.25
Maximum estimated improvement: 0.158692
Weights: New Average
0: 4.45196 3.47285
1: 2.21476 1.69624
2: -1.53971 -0.964901
3: 1.52138 1.50044