Repo: gpytorch
Filename: /home/jselvam2/projects/research/borntobeflaky/projects/gpytorch/test/examples/test_kissgp_multiplicative_regression.py
ClassName: TestKISSGPMultiplicativeRegression
Testname: test_kissgp_gp_mean_abs_error
Params: param1,78,95,ParamType.LR,0.2
param2,80,23,ParamType.ITER,15
Assertion: self.assertLess(mean_abs_error.squeeze().item(), 0.15)
Original runtime: 3.364
Optimization Iteration: 1
Running with params: {'param1': 0.03667354217362844, 'param2': 0}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596576272/assert_51228623_0.03667354217362844_0
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Timings: Avg: 1.0066666666666668, Max: 1.28, Min: 0.27
Passed tests : 24
Failed tests : 6
Converged: True
Convergence score: 0.0
Evaluating 24 values out of 30
Overall-timings: Avg: 1.0066666666666668, Max: 1.28, 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: 1.0066666666666668
Score: 1.0066666666666668
Best-score: 1.0066666666666668
Best-param: {'param1': 0.03667354217362844, 'param2': 0}
Optimization Iteration: 2
Running with params: {'param1': 0.014976885333108744, 'param2': 0}
Lower learning rate.. returning... Best: 0.03667354217362844, Proposed: 0.014976885333108744
Optimization Iteration: 3
Running with params: {'param1': 0.03412575359321955, 'param2': 10}
Higher iteration... returning...
Optimization Iteration: 4
Running with params: {'param1': 0.05986841773335331, 'param2': 0}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596576272/assert_51228623_0.05986841773335331_0
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Timings: Avg: 0.9966666666666668, Max: 1.2, Min: 0.28
Passed tests : 24
Failed tests : 6
Converged: True
Convergence score: 0.0
Evaluating 24 values out of 30
Overall-timings: Avg: 0.9966666666666668, Max: 1.2, Min: 0.28
Variance (0.0) too small, using delta distribution
Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 0.9966666666666668
Score: 0.9966666666666668
Best-score: 0.9966666666666668
Best-param: {'param1': 0.05986841773335331, 'param2': 0}
Optimization Iteration: 5
Running with params: {'param1': 0.023158528322992606, 'param2': 0}
Lower learning rate.. returning... Best: 0.05986841773335331, Proposed: 0.023158528322992606
Optimization Iteration: 6
Running with params: {'param1': 0.018189987945060965, 'param2': 10}
Lower learning rate.. returning... Best: 0.05986841773335331, Proposed: 0.018189987945060965
Optimization Iteration: 7
Running with params: {'param1': 0.010525059695773071, 'param2': 0}
Lower learning rate.. returning... Best: 0.05986841773335331, Proposed: 0.010525059695773071
Optimization Iteration: 8
Running with params: {'param1': 0.06892832913799611, 'param2': 0}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596576272/assert_51228623_0.06892832913799611_0
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Timings: Avg: 1.0043333333333335, Max: 1.27, Min: 0.27
Passed tests : 24
Failed tests : 6
Converged: True
Convergence score: 0.0
Evaluating 24 values out of 30
Overall-timings: Avg: 1.0043333333333335, Max: 1.27, 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: 1.0043333333333335
Score: 1.0043333333333335
Best-score: 0.9966666666666668
Best-param: {'param1': 0.05986841773335331, 'param2': 0}
Optimization Iteration: 9
Running with params: {'param1': 0.044750014158640807, 'param2': 0}
Lower learning rate.. returning... Best: 0.05986841773335331, Proposed: 0.044750014158640807
Optimization Iteration: 10
Running with params: {'param1': 0.08442064304820958, 'param2': 0}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596576272/assert_51228623_0.08442064304820958_0
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Timings: Avg: 0.9970000000000001, Max: 1.24, Min: 0.27
Passed tests : 24
Failed tests : 6
Converged: True
Convergence score: 0.0
Evaluating 24 values out of 30
Overall-timings: Avg: 0.9970000000000001, Max: 1.24, 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: 0.9970000000000001
Score: 0.9970000000000001
Best-score: 0.9966666666666668
Best-param: {'param1': 0.05986841773335331, 'param2': 0}
Optimization Iteration: 11
Running with params: {'param1': 0.04246564548248245, 'param2': 10}
Lower learning rate.. returning... Best: 0.05986841773335331, Proposed: 0.04246564548248245
Optimization Iteration: 12
Running with params: {'param1': 0.017704447018062952, 'param2': 10}
Lower learning rate.. returning... Best: 0.05986841773335331, Proposed: 0.017704447018062952
Optimization Iteration: 13
Running with params: {'param1': 0.1372857472739439, 'param2': 0}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596576272/assert_51228623_0.1372857472739439_0
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Timings: Avg: 1.0066666666666668, Max: 1.27, Min: 0.27
Passed tests : 24
Failed tests : 6
Converged: True
Convergence score: 0.0
Evaluating 24 values out of 30
Overall-timings: Avg: 1.0066666666666668, Max: 1.27, Min: 0.27
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Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 1.0066666666666668
Score: 1.0066666666666668
Best-score: 0.9966666666666668
Best-param: {'param1': 0.05986841773335331, 'param2': 0}
Optimization Iteration: 14
Running with params: {'param1': 0.16821741650200397, 'param2': 0}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596576272/assert_51228623_0.16821741650200397_0
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Timings: Avg: 1.0050000000000003, Max: 1.26, Min: 0.27
Passed tests : 24
Failed tests : 6
Converged: True
Convergence score: 0.0
Evaluating 24 values out of 30
Overall-timings: Avg: 1.0050000000000003, Max: 1.26, 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: 1.0050000000000003
Score: 1.0050000000000003
Best-score: 0.9966666666666668
Best-param: {'param1': 0.05986841773335331, 'param2': 0}
Optimization Iteration: 15
Running with params: {'param1': 0.030066673808053345, 'param2': 0}
Lower learning rate.. returning... Best: 0.05986841773335331, Proposed: 0.030066673808053345
Optimization Iteration: 16
Running with params: {'param1': 0.15306340040164967, 'param2': 10}
Higher iteration... returning...
Optimization Iteration: 17
Running with params: {'param1': 0.029463275004171504, 'param2': 10}
Lower learning rate.. returning... Best: 0.05986841773335331, Proposed: 0.029463275004171504
Optimization Iteration: 18
Running with params: {'param1': 0.022742300834416574, 'param2': 0}
Lower learning rate.. returning... Best: 0.05986841773335331, Proposed: 0.022742300834416574
Optimization Iteration: 19
Running with params: {'param1': 0.019337777857872055, 'param2': 0}
Lower learning rate.. returning... Best: 0.05986841773335331, Proposed: 0.019337777857872055
Optimization Iteration: 20
Running with params: {'param1': 0.17872618115279448, 'param2': 0}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596576272/assert_51228623_0.17872618115279448_0
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Timings: Avg: 1.0006666666666668, Max: 1.24, Min: 0.27
Passed tests : 24
Failed tests : 6
Converged: True
Convergence score: 0.0
Evaluating 24 values out of 30
Overall-timings: Avg: 1.0006666666666668, Max: 1.24, 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: 1.0006666666666668
Score: 1.0006666666666668
Best-score: 0.9966666666666668
Best-param: {'param1': 0.05986841773335331, 'param2': 0}
Optimization Iteration: 21
Running with params: {'param1': 0.09310231998812972, 'param2': 0}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596576272/assert_51228623_0.09310231998812972_0
Launching 30 jobs, 10 in parallel
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Timings: Avg: 0.9963333333333334, Max: 1.2400000000000002, Min: 0.27
Passed tests : 24
Failed tests : 6
Converged: True
Convergence score: 0.0
Evaluating 24 values out of 30
Overall-timings: Avg: 0.9963333333333334, Max: 1.2400000000000002, 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: 0.9963333333333334
Score: 0.9963333333333334
Best-score: 0.9963333333333334
Best-param: {'param1': 0.09310231998812972, 'param2': 0}
Optimization Iteration: 22
Running with params: {'param1': 0.10353329737096141, 'param2': 0}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596576272/assert_51228623_0.10353329737096141_0
Launching 30 jobs, 10 in parallel
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Timings: Avg: 1.006, Max: 1.25, Min: 0.26
Passed tests : 24
Failed tests : 6
Converged: True
Convergence score: 0.0
Evaluating 24 values out of 30
Overall-timings: Avg: 1.006, Max: 1.25, 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: 1.006
Score: 1.006
Best-score: 0.9963333333333334
Best-param: {'param1': 0.09310231998812972, 'param2': 0}
Optimization Iteration: 23
Running with params: {'param1': 0.05303381796203706, 'param2': 0}
Lower learning rate.. returning... Best: 0.09310231998812972, Proposed: 0.05303381796203706
Optimization Iteration: 24
Running with params: {'param1': 0.06341388210743798, 'param2': 0}
Lower learning rate.. returning... Best: 0.09310231998812972, Proposed: 0.06341388210743798
Optimization Iteration: 25
Running with params: {'param1': 0.11128647019318776, 'param2': 0}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596576272/assert_51228623_0.11128647019318776_0
Launching 30 jobs, 10 in parallel
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Timings: Avg: 1.0006666666666668, Max: 1.2200000000000002, Min: 0.27
Passed tests : 24
Failed tests : 6
Converged: True
Convergence score: 0.0
Evaluating 24 values out of 30
Overall-timings: Avg: 1.0006666666666668, Max: 1.2200000000000002, 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: 1.0006666666666668
Score: 1.0006666666666668
Best-score: 0.9963333333333334
Best-param: {'param1': 0.09310231998812972, 'param2': 0}
Optimization Iteration: 26
Running with params: {'param1': 0.07685202839088759, 'param2': 0}
Lower learning rate.. returning... Best: 0.09310231998812972, Proposed: 0.07685202839088759
Optimization Iteration: 27
Running with params: {'param1': 0.10161552616813892, 'param2': 0}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596576272/assert_51228623_0.10161552616813892_0
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Timings: Avg: 0.9983333333333335, Max: 1.2000000000000002, Min: 0.26
Passed tests : 24
Failed tests : 6
Converged: True
Convergence score: 0.0
Evaluating 24 values out of 30
Overall-timings: Avg: 0.9983333333333335, Max: 1.2000000000000002, 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: 0.9983333333333335
Score: 0.9983333333333335
Best-score: 0.9963333333333334
Best-param: {'param1': 0.09310231998812972, 'param2': 0}
Optimization Iteration: 28
Running with params: {'param1': 0.058269365508394934, 'param2': 0}
Lower learning rate.. returning... Best: 0.09310231998812972, Proposed: 0.058269365508394934
Optimization Iteration: 29
Running with params: {'param1': 0.13084163976001334, 'param2': 0}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596576272/assert_51228623_0.13084163976001334_0
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Timings: Avg: 1.0026666666666668, Max: 1.2000000000000002, Min: 0.28
Passed tests : 24
Failed tests : 6
Converged: True
Convergence score: 0.0
Evaluating 24 values out of 30
Overall-timings: Avg: 1.0026666666666668, Max: 1.2000000000000002, Min: 0.28
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Probability of fail : 0.0
All-Passed: True
Probabilty of failure: 0.0
Runtime: 1.0026666666666668
Score: 1.0026666666666668
Best-score: 0.9963333333333334
Best-param: {'param1': 0.09310231998812972, 'param2': 0}
Optimization Iteration: 30
Running with params: {'param1': 0.08095502655210818, 'param2': 0}
Lower learning rate.. returning... Best: 0.09310231998812972, Proposed: 0.08095502655210818
Optimization Iteration: 31
Running with params: {'param1': 0.19933701213288324, 'param2': 0}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596576272/assert_51228623_0.19933701213288324_0
Launching 30 jobs, 10 in parallel
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Timings: Avg: 0.9976666666666668, Max: 1.2300000000000002, Min: 0.27
Passed tests : 24
Failed tests : 6
Converged: True
Convergence score: 0.0
Evaluating 24 values out of 30
Overall-timings: Avg: 0.9976666666666668, Max: 1.2300000000000002, 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: 0.9976666666666668
Score: 0.9976666666666668
Best-score: 0.9963333333333334
Best-param: {'param1': 0.09310231998812972, 'param2': 0}
Optimization Iteration: 32
Running with params: {'param1': 0.04913594382288391, 'param2': 0}
Lower learning rate.. returning... Best: 0.09310231998812972, Proposed: 0.04913594382288391
Optimization Iteration: 33
Running with params: {'param1': 0.036358057632613655, 'param2': 0}
Lower learning rate.. returning... Best: 0.09310231998812972, Proposed: 0.036358057632613655
Optimization Iteration: 34
Running with params: {'param1': 0.012098678901043769, 'param2': 0}
Lower learning rate.. returning... Best: 0.09310231998812972, Proposed: 0.012098678901043769
Optimization Iteration: 35
Running with params: {'param1': 0.09553614674814778, 'param2': 0}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596576272/assert_51228623_0.09553614674814778_0
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Evaluating 24 values out of 30
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Evaluating 24 values out of 30
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Optimization Iteration: 52
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Passed tests : 24
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Optimization Iteration: 53
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Optimization Iteration: 54
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Passed tests : 24
Failed tests : 6
Converged: True
Convergence score: 0.0
Evaluating 24 values out of 30
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Runtime: 1.0003333333333335
Score: 1.0003333333333335
Best-score: 0.9963333333333334
Best-param: {'param1': 0.09310231998812972, 'param2': 0}
Optimization Iteration: 55
Running with params: {'param1': 0.06371684836635681, 'param2': 10}
Lower learning rate.. returning... Best: 0.09310231998812972, Proposed: 0.06371684836635681
Optimization Iteration: 56
Running with params: {'param1': 0.17469868012003653, 'param2': 0}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596576272/assert_51228623_0.17469868012003653_0
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Passed tests : 24
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Converged: True
Convergence score: 0.0
Evaluating 24 values out of 30
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Optimization Iteration: 57
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Optimization Iteration: 58
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Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596576272/assert_51228623_0.11128937994560532_0
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Passed tests : 24
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Converged: True
Convergence score: 0.0
Evaluating 24 values out of 30
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Best-param: {'param1': 0.09310231998812972, 'param2': 0}
Optimization Iteration: 59
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Lower learning rate.. returning... Best: 0.09310231998812972, Proposed: 0.05382170815485116
Optimization Iteration: 60
Running with params: {'param1': 0.021687873222850252, 'param2': 0}
Lower learning rate.. returning... Best: 0.09310231998812972, Proposed: 0.021687873222850252
Optimization Iteration: 61
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Optimization Iteration: 62
Running with params: {'param1': 0.09778540812756499, 'param2': 0}
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Passed tests : 24
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Converged: True
Convergence score: 0.0
Evaluating 24 values out of 30
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Optimization Iteration: 63
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Lower learning rate.. returning... Best: 0.09310231998812972, Proposed: 0.03760242781288209
Optimization Iteration: 64
Running with params: {'param1': 0.0745881595526371, 'param2': 0}
Lower learning rate.. returning... Best: 0.09310231998812972, Proposed: 0.0745881595526371
Optimization Iteration: 65
Running with params: {'param1': 0.056519184649183325, 'param2': 0}
Lower learning rate.. returning... Best: 0.09310231998812972, Proposed: 0.056519184649183325
Optimization Iteration: 66
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Lower learning rate.. returning... Best: 0.09310231998812972, Proposed: 0.063807893352176
Optimization Iteration: 67
Running with params: {'param1': 0.08442157598333086, 'param2': 0}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596576272/assert_51228623_0.08442157598333086_0
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Timings: Avg: 1.0113333333333336, Max: 1.25, Min: 0.27999999999999997
Passed tests : 24
Failed tests : 6
Converged: True
Convergence score: 0.0
Evaluating 24 values out of 30
Overall-timings: Avg: 1.0113333333333336, Max: 1.25, Min: 0.27999999999999997
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Runtime: 1.0113333333333336
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Best-score: 0.9963333333333334
Best-param: {'param1': 0.09310231998812972, 'param2': 0}
Optimization Iteration: 68
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Lower learning rate.. returning... Best: 0.09310231998812972, Proposed: 0.07772321214934523
Optimization Iteration: 69
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Timings: Avg: 1.0020000000000002, Max: 1.2200000000000002, Min: 0.26
Passed tests : 24
Failed tests : 6
Converged: True
Convergence score: 0.0
Evaluating 24 values out of 30
Overall-timings: Avg: 1.0020000000000002, Max: 1.2200000000000002, Min: 0.26
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All-Passed: True
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Runtime: 1.0020000000000002
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Best-score: 0.9963333333333334
Best-param: {'param1': 0.09310231998812972, 'param2': 0}
Optimization Iteration: 70
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Lower learning rate.. returning... Best: 0.09310231998812972, Proposed: 0.04410201109450772
Optimization Iteration: 71
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Timings: Avg: 1.0040000000000002, Max: 1.24, Min: 0.27
Passed tests : 24
Failed tests : 6
Converged: True
Convergence score: 0.0
Evaluating 24 values out of 30
Overall-timings: Avg: 1.0040000000000002, Max: 1.24, 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: 1.0040000000000002
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Best-score: 0.9963333333333334
Best-param: {'param1': 0.09310231998812972, 'param2': 0}
Optimization Iteration: 72
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Passed tests : 24
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Converged: True
Convergence score: 0.0
Evaluating 24 values out of 30
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Optimization Iteration: 73
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Optimization Iteration: 74
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Optimization Iteration: 75
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Convergence score: 0.0
Evaluating 24 values out of 30
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Optimization Iteration: 76
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Evaluating 24 values out of 30
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Optimization Iteration: 77
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Passed tests : 24
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Convergence score: 0.0
Evaluating 24 values out of 30
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Optimization Iteration: 78
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Passed tests : 24
Failed tests : 6
Converged: True
Convergence score: 0.0
Evaluating 24 values out of 30
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Optimization Iteration: 79
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Timings: Avg: 1.0013333333333336, Max: 1.24, Min: 0.27
Passed tests : 24
Failed tests : 6
Converged: True
Convergence score: 0.0
Evaluating 24 values out of 30
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Optimization Iteration: 80
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Optimization Iteration: 81
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Optimization Iteration: 84
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Optimization Iteration: 85
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Optimization Iteration: 86
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Optimization Iteration: 87
Running with params: {'param1': 0.08764330163625862, 'param2': 0}
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Passed tests : 24
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Converged: True
Convergence score: 0.0
Evaluating 24 values out of 30
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Optimization Iteration: 88
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Timings: Avg: 0.9990000000000002, Max: 1.23, Min: 0.27
Passed tests : 24
Failed tests : 6
Converged: True
Convergence score: 0.0
Evaluating 24 values out of 30
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Optimization Iteration: 89
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Optimization Iteration: 90
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Optimization Iteration: 91
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Optimization Iteration: 92
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Optimization Iteration: 93
Running with params: {'param1': 0.045753849373785106, 'param2': 0}
Lower learning rate.. returning... Best: 0.09310231998812972, Proposed: 0.045753849373785106
Optimization Iteration: 94
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Optimization Iteration: 95
Running with params: {'param1': 0.05596367534259585, 'param2': 0}
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Optimization Iteration: 96
Running with params: {'param1': 0.13392601761407716, 'param2': 0}
Logdir: /home/jselvam2/projects/research/borntobeflaky/tool/logs/optim_1596573575_gpytorch/run_1596576272/assert_51228623_0.13392601761407716_0
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Timings: Avg: 1.0006666666666668, Max: 1.23, Min: 0.27
Passed tests : 24
Failed tests : 6
Converged: True
Convergence score: 0.0
Evaluating 24 values out of 30
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Optimization Iteration: 97
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Passed tests : 24
Failed tests : 6
Converged: True
Convergence score: 0.0
Evaluating 24 values out of 30
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Best-score: 0.9963333333333334
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Optimization Iteration: 98
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Optimization Iteration: 99
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Upto iteration 100: {'param1': 0.09310231998812972, 'param2': 0.0}
Breaking...
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Best score: 0.9963333333333334
Repeated params: 0
Trials: 101
Best param {'param1': 0.09310231998812972, 'param2': 0.0}
Reduction: 70.3824811732065%
Optimizer time: 139.78293895721436
