Repo: gpytorch
Filename: /home/jselvam2/projects/research/borntobeflaky/projects/gpytorch/test/examples/test_kissgp_additive_classification.py
ClassName: TestKISSGPAdditiveClassification
Testname: test_kissgp_classification_error
Params: param1,76,58,ParamType.LR,0.15
param2,78,27,ParamType.ITER,25
Assertion: self.assertLess(mean_abs_error.squeeze().item(), 0.15)
Original runtime: 15.975999999999999
Optimization Iteration: 1
Running with params: {'param1': 0.03069991173221079, 'param2': 20}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596573575/assert_50756058_0.03069991173221079_20
Launching 30 jobs, 10 in parallel
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Timings: Avg: 10.475666666666665, Max: 13.17, Min: 0.27
Passed tests : 24
Failed tests : 6
Converged: True
Convergence score: 0.0
Evaluating 24 values out of 30
Overall-timings: Avg: 10.475666666666665, Max: 13.17, Min: 0.27
Variance (0.0) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 10.475666666666665
Score: 10.475666666666665
Best-score: 10.475666666666665
Best-param: {'param1': 0.03069991173221079, 'param2': 20}
Optimization Iteration: 2
Running with params: {'param1': 0.05151681349720029, 'param2': 10}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596573575/assert_50756058_0.05151681349720029_10
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Timings: Avg: 5.697000000000002, Max: 7.180000000000001, Min: 0.27
Passed tests : 24
Failed tests : 6
Converged: True
Convergence score: 0.0
Evaluating 24 values out of 30
Overall-timings: Avg: 5.697000000000002, Max: 7.180000000000001, Min: 0.27
Variance (0.0) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 5.697000000000002
Score: 5.697000000000002
Best-score: 5.697000000000002
Best-param: {'param1': 0.05151681349720029, 'param2': 10}
Optimization Iteration: 3
Running with params: {'param1': 0.09022274071319548, 'param2': 0}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596573575/assert_50756058_0.09022274071319548_0
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Timings: Avg: 0.8626666666666668, Max: 1.08, Min: 0.27
Passed tests : 0
Failed tests : 30
Half of samples failed, exiting...
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 5.697000000000002
Best-param: {'param1': 0.05151681349720029, 'param2': 10}
Optimization Iteration: 4
Running with params: {'param1': 0.02676608366661576, 'param2': 0}
Lower learning rate.. returning... Best: 0.05151681349720029, Proposed: 0.02676608366661576
Optimization Iteration: 5
Running with params: {'param1': 0.020452672821213644, 'param2': 0}
Lower learning rate.. returning... Best: 0.05151681349720029, Proposed: 0.020452672821213644
Optimization Iteration: 6
Running with params: {'param1': 0.015833501928958573, 'param2': 0}
Lower learning rate.. returning... Best: 0.05151681349720029, Proposed: 0.015833501928958573
Optimization Iteration: 7
Running with params: {'param1': 0.07139118157743174, 'param2': 0}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596573575/assert_50756058_0.07139118157743174_0
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Timings: Avg: 0.856, Max: 1.03, Min: 0.27
Passed tests : 0
Failed tests : 30
Half of samples failed, exiting...
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 5.697000000000002
Best-param: {'param1': 0.05151681349720029, 'param2': 10}
Optimization Iteration: 8
Running with params: {'param1': 0.14389346446425982, 'param2': 10}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596573575/assert_50756058_0.14389346446425982_10
Launching 30 jobs, 10 in parallel
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Timings: Avg: 5.690333333333333, Max: 7.140000000000001, Min: 0.27
Passed tests : 24
Failed tests : 6
Converged: True
Convergence score: 0.0
Evaluating 24 values out of 30
Overall-timings: Avg: 5.690333333333333, Max: 7.140000000000001, Min: 0.27
Variance (0.0) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 5.690333333333333
Score: 5.690333333333333
Best-score: 5.690333333333333
Best-param: {'param1': 0.14389346446425982, 'param2': 10}
Optimization Iteration: 9
Running with params: {'param1': 0.012891103067367793, 'param2': 0}
Lower learning rate.. returning... Best: 0.14389346446425982, Proposed: 0.012891103067367793
Optimization Iteration: 10
Running with params: {'param1': 0.017445666881467207, 'param2': 0}
Lower learning rate.. returning... Best: 0.14389346446425982, Proposed: 0.017445666881467207
Optimization Iteration: 11
Running with params: {'param1': 0.03027420428017566, 'param2': 0}
Lower learning rate.. returning... Best: 0.14389346446425982, Proposed: 0.03027420428017566
Optimization Iteration: 12
Running with params: {'param1': 0.09537374761026847, 'param2': 10}
Lower learning rate.. returning... Best: 0.14389346446425982, Proposed: 0.09537374761026847
Optimization Iteration: 13
Running with params: {'param1': 0.015232929694251834, 'param2': 0}
Lower learning rate.. returning... Best: 0.14389346446425982, Proposed: 0.015232929694251834
Optimization Iteration: 14
Running with params: {'param1': 0.13263308697797252, 'param2': 20}
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Optimization Iteration: 15
Running with params: {'param1': 0.024840236680204023, 'param2': 0}
Lower learning rate.. returning... Best: 0.14389346446425982, Proposed: 0.024840236680204023
Optimization Iteration: 16
Running with params: {'param1': 0.028189649576804858, 'param2': 0}
Lower learning rate.. returning... Best: 0.14389346446425982, Proposed: 0.028189649576804858
Optimization Iteration: 17
Running with params: {'param1': 0.013110056702705843, 'param2': 0}
Lower learning rate.. returning... Best: 0.14389346446425982, Proposed: 0.013110056702705843
Optimization Iteration: 18
Running with params: {'param1': 0.05380237696203937, 'param2': 0}
Lower learning rate.. returning... Best: 0.14389346446425982, Proposed: 0.05380237696203937
Optimization Iteration: 19
Running with params: {'param1': 0.018327083979155643, 'param2': 10}
Lower learning rate.. returning... Best: 0.14389346446425982, Proposed: 0.018327083979155643
Optimization Iteration: 20
Running with params: {'param1': 0.013684492840736882, 'param2': 20}
Lower learning rate.. returning... Best: 0.14389346446425982, Proposed: 0.013684492840736882
Optimization Iteration: 21
Running with params: {'param1': 0.04567735452438279, 'param2': 10}
Lower learning rate.. returning... Best: 0.14389346446425982, Proposed: 0.04567735452438279
Optimization Iteration: 22
Running with params: {'param1': 0.14455771335700404, 'param2': 10}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596573575/assert_50756058_0.14455771335700404_10
Launching 30 jobs, 10 in parallel
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Timings: Avg: 5.671000000000001, Max: 7.08, Min: 0.26
Passed tests : 24
Failed tests : 6
Converged: True
Convergence score: 0.0
Evaluating 24 values out of 30
Overall-timings: Avg: 5.671000000000001, Max: 7.08, Min: 0.26
Variance (0.0) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 5.671000000000001
Score: 5.671000000000001
Best-score: 5.671000000000001
Best-param: {'param1': 0.14455771335700404, 'param2': 10}
Optimization Iteration: 23
Running with params: {'param1': 0.14472706557528475, 'param2': 10}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596573575/assert_50756058_0.14472706557528475_10
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Timings: Avg: 5.682666666666668, Max: 7.18, Min: 0.27
Passed tests : 24
Failed tests : 6
Converged: True
Convergence score: 0.0
Evaluating 24 values out of 30
Overall-timings: Avg: 5.682666666666668, Max: 7.18, Min: 0.27
Variance (0.0) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 5.682666666666668
Score: 5.682666666666668
Best-score: 5.671000000000001
Best-param: {'param1': 0.14455771335700404, 'param2': 10}
Optimization Iteration: 24
Running with params: {'param1': 0.1167054597627278, 'param2': 10}
Lower learning rate.. returning... Best: 0.14455771335700404, Proposed: 0.1167054597627278
Optimization Iteration: 25
Running with params: {'param1': 0.07294728193788612, 'param2': 10}
Lower learning rate.. returning... Best: 0.14455771335700404, Proposed: 0.07294728193788612
Optimization Iteration: 26
Running with params: {'param1': 0.11220487992060273, 'param2': 10}
Lower learning rate.. returning... Best: 0.14455771335700404, Proposed: 0.11220487992060273
Optimization Iteration: 27
Running with params: {'param1': 0.06616447178639884, 'param2': 20}
Lower learning rate.. returning... Best: 0.14455771335700404, Proposed: 0.06616447178639884
Optimization Iteration: 28
Running with params: {'param1': 0.14825826146296212, 'param2': 10}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596573575/assert_50756058_0.14825826146296212_10
Launching 30 jobs, 10 in parallel
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Timings: Avg: 5.672333333333333, Max: 7.09, Min: 0.26
Passed tests : 24
Failed tests : 6
Converged: True
Convergence score: 0.0
Evaluating 24 values out of 30
Overall-timings: Avg: 5.672333333333333, Max: 7.09, Min: 0.26
Variance (0.0) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 5.672333333333333
Score: 5.672333333333333
Best-score: 5.671000000000001
Best-param: {'param1': 0.14455771335700404, 'param2': 10}
Optimization Iteration: 29
Running with params: {'param1': 0.03782168890226958, 'param2': 10}
Lower learning rate.. returning... Best: 0.14455771335700404, Proposed: 0.03782168890226958
Optimization Iteration: 30
Running with params: {'param1': 0.09970277878794546, 'param2': 20}
Lower learning rate.. returning... Best: 0.14455771335700404, Proposed: 0.09970277878794546
Optimization Iteration: 31
Running with params: {'param1': 0.08705715616682412, 'param2': 10}
Lower learning rate.. returning... Best: 0.14455771335700404, Proposed: 0.08705715616682412
Optimization Iteration: 32
Running with params: {'param1': 0.010897254579510633, 'param2': 20}
Lower learning rate.. returning... Best: 0.14455771335700404, Proposed: 0.010897254579510633
Optimization Iteration: 33
Running with params: {'param1': 0.03757438579498121, 'param2': 10}
Lower learning rate.. returning... Best: 0.14455771335700404, Proposed: 0.03757438579498121
Optimization Iteration: 34
Running with params: {'param1': 0.05730584646745792, 'param2': 10}
Lower learning rate.. returning... Best: 0.14455771335700404, Proposed: 0.05730584646745792
Optimization Iteration: 35
Running with params: {'param1': 0.12126529731933502, 'param2': 0}
Lower learning rate.. returning... Best: 0.14455771335700404, Proposed: 0.12126529731933502
Optimization Iteration: 36
Running with params: {'param1': 0.08236571207705648, 'param2': 10}
Lower learning rate.. returning... Best: 0.14455771335700404, Proposed: 0.08236571207705648
Optimization Iteration: 37
Running with params: {'param1': 0.0440415050788269, 'param2': 0}
Lower learning rate.. returning... Best: 0.14455771335700404, Proposed: 0.0440415050788269
Optimization Iteration: 38
Running with params: {'param1': 0.1487630106235944, 'param2': 0}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596573575/assert_50756058_0.1487630106235944_0
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Timings: Avg: 0.8626666666666666, Max: 1.09, Min: 0.27
Passed tests : 0
Failed tests : 30
Half of samples failed, exiting...
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 5.671000000000001
Best-param: {'param1': 0.14455771335700404, 'param2': 10}
Optimization Iteration: 39
Running with params: {'param1': 0.10209051245711713, 'param2': 10}
Lower learning rate.. returning... Best: 0.14455771335700404, Proposed: 0.10209051245711713
Optimization Iteration: 40
Running with params: {'param1': 0.0749021555422357, 'param2': 0}
Lower learning rate.. returning... Best: 0.14455771335700404, Proposed: 0.0749021555422357
Optimization Iteration: 41
Running with params: {'param1': 0.13005699974394985, 'param2': 20}
Lower learning rate.. returning... Best: 0.14455771335700404, Proposed: 0.13005699974394985
Optimization Iteration: 42
Running with params: {'param1': 0.05715002247117817, 'param2': 10}
Lower learning rate.. returning... Best: 0.14455771335700404, Proposed: 0.05715002247117817
Optimization Iteration: 43
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Lower learning rate.. returning... Best: 0.14455771335700404, Proposed: 0.06564032342942748
Optimization Iteration: 44
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Lower learning rate.. returning... Best: 0.14455771335700404, Proposed: 0.10643008200603597
Optimization Iteration: 45
Running with params: {'param1': 0.024385026500413427, 'param2': 0}
Lower learning rate.. returning... Best: 0.14455771335700404, Proposed: 0.024385026500413427
Optimization Iteration: 46
Running with params: {'param1': 0.0339738372694223, 'param2': 10}
Lower learning rate.. returning... Best: 0.14455771335700404, Proposed: 0.0339738372694223
Optimization Iteration: 47
Running with params: {'param1': 0.0815108896347659, 'param2': 0}
Lower learning rate.. returning... Best: 0.14455771335700404, Proposed: 0.0815108896347659
Optimization Iteration: 48
Running with params: {'param1': 0.09101064530079733, 'param2': 10}
Lower learning rate.. returning... Best: 0.14455771335700404, Proposed: 0.09101064530079733
Optimization Iteration: 49
Running with params: {'param1': 0.13081011484780988, 'param2': 20}
Higher iteration... returning...
Optimization Iteration: 50
Running with params: {'param1': 0.021658795471448253, 'param2': 0}
Lower learning rate.. returning... Best: 0.14455771335700404, Proposed: 0.021658795471448253
Upto iteration 50: {'param1': 0.14455771335700404, 'param2': 10.0}
Optimization Iteration: 51
Running with params: {'param1': 0.06521615061033371, 'param2': 10}
Lower learning rate.. returning... Best: 0.14455771335700404, Proposed: 0.06521615061033371
Optimization Iteration: 52
Running with params: {'param1': 0.0461857806759993, 'param2': 0}
Lower learning rate.. returning... Best: 0.14455771335700404, Proposed: 0.0461857806759993
Optimization Iteration: 53
Running with params: {'param1': 0.14639939394242285, 'param2': 10}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596573575/assert_50756058_0.14639939394242285_10
Launching 30 jobs, 10 in parallel
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Timings: Avg: 5.685666666666667, Max: 7.140000000000001, Min: 0.27
Passed tests : 24
Failed tests : 6
Converged: True
Convergence score: 0.0
Evaluating 24 values out of 30
Overall-timings: Avg: 5.685666666666667, Max: 7.140000000000001, Min: 0.27
Variance (0.0) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 5.685666666666667
Score: 5.685666666666667
Best-score: 5.671000000000001
Best-param: {'param1': 0.14455771335700404, 'param2': 10}
Optimization Iteration: 54
Running with params: {'param1': 0.119666427459345, 'param2': 0}
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Optimization Iteration: 55
Running with params: {'param1': 0.010731088949473534, 'param2': 20}
Lower learning rate.. returning... Best: 0.14455771335700404, Proposed: 0.010731088949473534
Optimization Iteration: 56
Running with params: {'param1': 0.031660418533897026, 'param2': 10}
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Optimization Iteration: 57
Running with params: {'param1': 0.0507941239402616, 'param2': 0}
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Optimization Iteration: 58
Running with params: {'param1': 0.10729498180768202, 'param2': 0}
Lower learning rate.. returning... Best: 0.14455771335700404, Proposed: 0.10729498180768202
Optimization Iteration: 59
Running with params: {'param1': 0.13167871009685272, 'param2': 10}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596573575/assert_50756058_0.13167871009685272_10
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Timings: Avg: 5.684000000000001, Max: 7.17, Min: 0.27
Passed tests : 24
Failed tests : 6
Converged: True
Convergence score: 0.0
Evaluating 24 values out of 30
Overall-timings: Avg: 5.684000000000001, Max: 7.17, Min: 0.27
Variance (0.0) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 5.684000000000001
Score: 5.684000000000001
Best-score: 5.671000000000001
Best-param: {'param1': 0.14455771335700404, 'param2': 10}
Optimization Iteration: 60
Running with params: {'param1': 0.0946011622782239, 'param2': 10}
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Optimization Iteration: 61
Running with params: {'param1': 0.07860911475476397, 'param2': 20}
Lower learning rate.. returning... Best: 0.14455771335700404, Proposed: 0.07860911475476397
Optimization Iteration: 62
Running with params: {'param1': 0.011937649241326722, 'param2': 0}
Lower learning rate.. returning... Best: 0.14455771335700404, Proposed: 0.011937649241326722
Optimization Iteration: 63
Running with params: {'param1': 0.016182639808691546, 'param2': 10}
Lower learning rate.. returning... Best: 0.14455771335700404, Proposed: 0.016182639808691546
Optimization Iteration: 64
Running with params: {'param1': 0.04062790962811818, 'param2': 10}
Lower learning rate.. returning... Best: 0.14455771335700404, Proposed: 0.04062790962811818
Optimization Iteration: 65
Running with params: {'param1': 0.06897812950009995, 'param2': 0}
Lower learning rate.. returning... Best: 0.14455771335700404, Proposed: 0.06897812950009995
Optimization Iteration: 66
Running with params: {'param1': 0.1497482227141085, 'param2': 10}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596573575/assert_50756058_0.1497482227141085_10
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Timings: Avg: 5.6880000000000015, Max: 7.14, Min: 0.27
Passed tests : 24
Failed tests : 6
Converged: True
Convergence score: 0.0
Evaluating 24 values out of 30
Overall-timings: Avg: 5.6880000000000015, Max: 7.14, Min: 0.27
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Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 5.6880000000000015
Score: 5.6880000000000015
Best-score: 5.671000000000001
Best-param: {'param1': 0.14455771335700404, 'param2': 10}
Optimization Iteration: 67
Running with params: {'param1': 0.13838659867394618, 'param2': 10}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596573575/assert_50756058_0.13838659867394618_10
Launching 30 jobs, 10 in parallel
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Timings: Avg: 5.6880000000000015, Max: 7.12, Min: 0.27
Passed tests : 24
Failed tests : 6
Converged: True
Convergence score: 0.0
Evaluating 24 values out of 30
Overall-timings: Avg: 5.6880000000000015, Max: 7.12, Min: 0.27
Variance (0.0) too small, using delta distribution
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All-Passed: True
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Runtime: 5.6880000000000015
Score: 5.6880000000000015
Best-score: 5.671000000000001
Best-param: {'param1': 0.14455771335700404, 'param2': 10}
Optimization Iteration: 68
Running with params: {'param1': 0.12089521184912097, 'param2': 10}
Lower learning rate.. returning... Best: 0.14455771335700404, Proposed: 0.12089521184912097
Optimization Iteration: 69
Running with params: {'param1': 0.0858345219066015, 'param2': 10}
Lower learning rate.. returning... Best: 0.14455771335700404, Proposed: 0.0858345219066015
Optimization Iteration: 70
Running with params: {'param1': 0.1134750937685784, 'param2': 20}
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Optimization Iteration: 71
Running with params: {'param1': 0.10237921207457905, 'param2': 10}
Lower learning rate.. returning... Best: 0.14455771335700404, Proposed: 0.10237921207457905
Optimization Iteration: 72
Running with params: {'param1': 0.06058808167247571, 'param2': 10}
Lower learning rate.. returning... Best: 0.14455771335700404, Proposed: 0.06058808167247571
Optimization Iteration: 73
Running with params: {'param1': 0.1366434381949715, 'param2': 10}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596573575/assert_50756058_0.1366434381949715_10
Launching 30 jobs, 10 in parallel
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Timings: Avg: 5.682333333333333, Max: 7.109999999999999, Min: 0.26
Passed tests : 24
Failed tests : 6
Converged: True
Convergence score: 0.0
Evaluating 24 values out of 30
Overall-timings: Avg: 5.682333333333333, Max: 7.109999999999999, Min: 0.26
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All-Passed: True
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Runtime: 5.682333333333333
Score: 5.682333333333333
Best-score: 5.671000000000001
Best-param: {'param1': 0.14455771335700404, 'param2': 10}
Optimization Iteration: 74
Running with params: {'param1': 0.09303725629268685, 'param2': 10}
Lower learning rate.. returning... Best: 0.14455771335700404, Proposed: 0.09303725629268685
Optimization Iteration: 75
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Optimization Iteration: 77
Running with params: {'param1': 0.07516556014417011, 'param2': 20}
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Optimization Iteration: 78
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Optimization Iteration: 79
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Optimization Iteration: 80
Running with params: {'param1': 0.13888822715850177, 'param2': 10}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596573575/assert_50756058_0.13888822715850177_10
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Timings: Avg: 5.674666666666668, Max: 7.130000000000001, Min: 0.27
Passed tests : 24
Failed tests : 6
Converged: True
Convergence score: 0.0
Evaluating 24 values out of 30
Overall-timings: Avg: 5.674666666666668, Max: 7.130000000000001, Min: 0.27
Variance (0.0) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 5.674666666666668
Score: 5.674666666666668
Best-score: 5.671000000000001
Best-param: {'param1': 0.14455771335700404, 'param2': 10}
Optimization Iteration: 81
Running with params: {'param1': 0.09861008373375503, 'param2': 10}
Lower learning rate.. returning... Best: 0.14455771335700404, Proposed: 0.09861008373375503
Optimization Iteration: 82
Running with params: {'param1': 0.14787368729396155, 'param2': 0}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596573575/assert_50756058_0.14787368729396155_0
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Timings: Avg: 0.8603333333333333, Max: 1.06, Min: 0.27
Passed tests : 0
Failed tests : 30
Half of samples failed, exiting...
All-Passed: False
Probabilty of failure: 1.0
Runtime: 10000.0
Score: 3.4028234663852886e+38
Best-score: 5.671000000000001
Best-param: {'param1': 0.14455771335700404, 'param2': 10}
Optimization Iteration: 83
Running with params: {'param1': 0.08827951634465739, 'param2': 10}
Lower learning rate.. returning... Best: 0.14455771335700404, Proposed: 0.08827951634465739
Optimization Iteration: 84
Running with params: {'param1': 0.061088090474005624, 'param2': 0}
Lower learning rate.. returning... Best: 0.14455771335700404, Proposed: 0.061088090474005624
Optimization Iteration: 85
Running with params: {'param1': 0.0202134350355698, 'param2': 20}
Lower learning rate.. returning... Best: 0.14455771335700404, Proposed: 0.0202134350355698
Optimization Iteration: 86
Running with params: {'param1': 0.10701627150365901, 'param2': 10}
Lower learning rate.. returning... Best: 0.14455771335700404, Proposed: 0.10701627150365901
Optimization Iteration: 87
Running with params: {'param1': 0.025816278748503972, 'param2': 0}
Lower learning rate.. returning... Best: 0.14455771335700404, Proposed: 0.025816278748503972
Optimization Iteration: 88
Running with params: {'param1': 0.12467613681720845, 'param2': 10}
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Optimization Iteration: 89
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Optimization Iteration: 90
Running with params: {'param1': 0.03486447512872395, 'param2': 20}
Lower learning rate.. returning... Best: 0.14455771335700404, Proposed: 0.03486447512872395
Optimization Iteration: 91
Running with params: {'param1': 0.04770689460848137, 'param2': 10}
Lower learning rate.. returning... Best: 0.14455771335700404, Proposed: 0.04770689460848137
Optimization Iteration: 92
Running with params: {'param1': 0.029190542614242025, 'param2': 0}
Lower learning rate.. returning... Best: 0.14455771335700404, Proposed: 0.029190542614242025
Optimization Iteration: 93
Running with params: {'param1': 0.04267745382672152, 'param2': 10}
Lower learning rate.. returning... Best: 0.14455771335700404, Proposed: 0.04267745382672152
Optimization Iteration: 94
Running with params: {'param1': 0.07797336465288707, 'param2': 10}
Lower learning rate.. returning... Best: 0.14455771335700404, Proposed: 0.07797336465288707
Optimization Iteration: 95
Running with params: {'param1': 0.05491868595810975, 'param2': 20}
Lower learning rate.. returning... Best: 0.14455771335700404, Proposed: 0.05491868595810975
Optimization Iteration: 96
Running with params: {'param1': 0.08564424313838556, 'param2': 0}
Lower learning rate.. returning... Best: 0.14455771335700404, Proposed: 0.08564424313838556
Optimization Iteration: 97
Running with params: {'param1': 0.014014160361573111, 'param2': 10}
Lower learning rate.. returning... Best: 0.14455771335700404, Proposed: 0.014014160361573111
Optimization Iteration: 98
Running with params: {'param1': 0.1166326686594118, 'param2': 0}
Lower learning rate.. returning... Best: 0.14455771335700404, Proposed: 0.1166326686594118
Optimization Iteration: 99
Running with params: {'param1': 0.0990469760813001, 'param2': 10}
Lower learning rate.. returning... Best: 0.14455771335700404, Proposed: 0.0990469760813001
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Running with params: {'param1': 0.109513974156588, 'param2': 20}
Lower learning rate.. returning... Best: 0.14455771335700404, Proposed: 0.109513974156588
Upto iteration 100: {'param1': 0.14455771335700404, 'param2': 10.0}
Breaking...
{'param1': 0.14455771335700404, 'param2': 10.0}
Best score: 5.671000000000001
Repeated params: 0
Trials: 101
Best param {'param1': 0.14455771335700404, 'param2': 10.0}
Reduction: 64.50300450676013%
Optimizer time: 286.2945683002472
